{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "CSzhj5KSaFin"
   },
   "source": [
    "# Training Hello world model for Microcontrollers\n",
    "> In this post, we'll cover the basic tutorial for training simple regression model with tensorflow lite for for Microcontrollers(TFLM). This post is the summary of youtube video \"TinyML Book Screencast - Training the Hello World model\", presented by peter warden.\n",
    "\n",
    "- toc: true\n",
    "- badges: true\n",
    "- comments: true\n",
    "- author: Chanseok Kang\n",
    "- categories: [Python, Deep_Learning, Tensorflow-Keras, Tensorflow-Lite]\n",
    "- image:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "editable": true,
    "id": "WHJ2M3AFaFio",
    "slideshow": {
     "slide_type": ""
    },
    "tags": []
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Matplotlib is building the font cache; this may take a moment.\n"
     ]
    }
   ],
   "source": [
    "# import tensorflow as tf\n",
    "# import numpy as np\n",
    "# import matplotlib.pyplot as plt\n",
    "# import pandas as pd\n",
    "\n",
    "# plt.rcParams['figure.figsize'] = (16, 10)\n",
    "# plt.rcParams['text.usetex'] = True\n",
    "# plt.rc('font', size=15)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "roGsCLB-aFip"
   },
   "source": [
    "## Tensorflow Lite for Microcontrollers\n",
    "[TensorFlow Lite for Microcontrollers](https://www.tensorflow.org/lite/microcontrollers) (TFLM for short) is designed to run machine learning models on microcontrollers and other devices with only few kilobytes of memory. For the purpose of deploying machine learning model on embedded devices, it is also called [TinyML](https://tinyml.org/home/). As you know already, Tensorflow is one of commonly-used deep learning frameworks, and from version 2.x they offer some machine learning features for embedded systems via tensorflow lite. Unlike high performance mobile processor(like cortex-A series), Microcontroller (Cortex-M series or ESP32) has low power consumptions and it can deploy in various ways of customer products, like refrigerator, wash-machine and so on.\n",
    "\n",
    "Google introduced several supported boards for test,\n",
    "\n",
    "- [Arduino Nano 33 BLE Sense](https://store.arduino.cc/usa/nano-33-ble-sense-with-headers) (using Arduino IDE)\n",
    "- [SparkFun Edge](https://www.sparkfun.com/products/15170) (building directly from source)\n",
    "- [STM32F746 Discovery kit](https://www.st.com/en/evaluation-tools/32f746gdiscovery.html) (using Mbed)\n",
    "- [Adafruit EdgeBadge](https://www.adafruit.com/product/4400) (using Arduino IDE)\n",
    "- [Adafruit TensorFlow Lite for Microcontrollers Kit](https://www.adafruit.com/product/4317) (using Arduino IDE)\n",
    "- [Adafruit Circuit Playground Bluefruit](https://learn.adafruit.com/tensorflow-lite-for-circuit-playground-bluefruit-quickstart?view=all) (using Arduino IDE)\n",
    "- [Espressif ESP32-DevKitC](https://www.espressif.com/en/products/hardware/esp32-devkitc/overview) (using ESP IDF)\n",
    "- [Espressif ESP-EYE](https://www.espressif.com/en/products/hardware/esp-eye/overview) (using ESP IDF)\n",
    "\n",
    "Here, we'll implement the simple regression model in **Sparkfun Edge**. Most of contents are covered in Pete Warden's screencast. More informations are included in his [book](https://www.oreilly.com/library/view/tinyml/9781492052036/).\n",
    "\n",
    "> youtube: https://www.youtube.com/watch?v=8N6-WQsxwxA&t=205s"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "fmPYwadlaFip"
   },
   "source": [
    "### Prerequisites for implementation\n",
    "Before beginning, it requires some hardwares and basic knowledges,\n",
    "\n",
    "- hardware\n",
    "    - Sparkfun edge\n",
    "    - CH340c USB-c to UART converter\n",
    "    - Desktop PC for training model (or you can use google colab)\n",
    "- Knowledge\n",
    "    - Python\n",
    "    - C/C++\n",
    "    - Basic knowledge related on OS"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "igRhnWpUaFiq"
   },
   "source": [
    "### Hello world\n",
    "Actually, \"Hello world\" may be the first program we faced, since it can show simple interaction between human and computer. TinyML also has simple example of \"Hello world\". Instead of Printing, we will build a model to generate the sine wave. So maybe our hypothesis will be like this,\n",
    "\n",
    "$$ \\tilde{H(x)} = \\sin(x) $$\n",
    "\n",
    "At first, we load the required packages,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {
    "id": "yUmh-CjkaFiq"
   },
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import tensorflow as tf\n",
    "import matplotlib.pyplot as plt\n",
    "import math\n",
    "\n",
    "plt.rcParams['figure.figsize'] = (16, 10)\n",
    "plt.rc('font', size=15)\n",
    "\n",
    "# define random seed for reproducibility\n",
    "np.random.seed(1) # numpy seed\n",
    "tf.random.set_seed(1) # tensorflow global random seed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "PCxkga35aFiq",
    "outputId": "278ac161-4157-4b3b-d7bd-a529534afc23"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Numpy: 1.23.5\n",
      "Tensorflow: 2.12.0\n"
     ]
    }
   ],
   "source": [
    "print('Numpy: {}'.format(np.__version__))\n",
    "print('Tensorflow: {}'.format(tf.__version__))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "_9qfC4O9aFir"
   },
   "source": [
    "To train the model, it requires a sort of data, namely training data. In our case, we will sample the random data from numpy and generate the actual output from known model(the sine function)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "id": "OEPibVFiaFir",
    "outputId": "f612f9e9-028b-44ca-9e69-24903eef984e"
   },
   "outputs": [
    {
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i8fjPkQYNpMpKpyMTtGFDopKTuX0BAAAAgPjAsg4ACKGEBAaaCL2KCqlFi5qOSlB5uf8c9HotlAIAAACACGKoCQAhEuxu1FW7mwO1sWuXVFAQ3LHp6f57cgIAAACAWzHUBIB6Ki4OfqB5xhlcHoy6y872D8TbtKn52JkzpUaNwl4JAAAAACKCoSYA1MPQoVKvXsEdu2yZtHx5ePsgPmzfLjVrVvNxBw9KaWnh7wMAAAAAtjHUBIA6GjZMmjWr5uPatPGvrsvMDH8nxI89e/xDdcn5XgalpVLz5lYqAQAAAIA1DDUBoA46dvRf3lsTj8e/qg4IhxkzpK++KpdUKafh5t69wd8iAQAAAABiAUNNAKilxo2lb76p+bjOnaXNm8PfB/HN45Feemm+alqxKfkHm0VF4e8EAAAAAOHGUBMAaiEpSTpwoObjbr1VWr8+/H2AKocOVSg1tebjBgyQ+vQJfx8AAAAACCeGmgAQpMREqaKi5uM2b5amTQt/H+DnSkqk446r+bilS6XCwrDXAQAAAICwYagJAEFISvJv9lMTn89/OTAQKVu3BrfjeU6OdNtt4e8DAAAAAOHAUBMAatCsWXArNIMZegI2HDwoZWXVfNyjj0rduoW/DwAAAACEGkNNAHDQoIH0ww/Ox6SlMdBE9Jk/P7iNqtaulXr2DH8fAAAAAAglhpoAYJCQIFVWOh9zzDH+VXFANPJ4ghu4r1gh9esX/j4AAAAAECoMNQEggISEmo9p0kTauTP8XYD6Cmaw+frrUm5u+LsAAAAAQCgw1ASAnwlmoDl0aM2XpQPRxOeTGjVyPqaggHtsAgAAAIgNSZEuAADRpKaBZkKCtGkTO5wjNu3fLyUmOq/cXLtWSkmRDh2y1wsAAAAAaouhJgD8KJgVmjXdYxOIdpWVUvPm0t695mPKyhhsAgAAAIhuXH4OIO4VFwc30GSHc7jFnj3Sccc5H1NWFtzvCwAAAACIBIaaAOJadrbUq1fNxzHQhNts3Sq1aFHzcQ0ahL0KAAAAANQaQ00Acau4WPrnP2s+joEm3GrXLunYY52PqayUmjWz0wcAAAAAgsVQE0Dc6tOn5iVoDDThdtu21Ty0/OEHqV07O30AAAAAIBgMNQHEpYEDB0gy3zCwph2iATfZs0dq1Mj5mO++k046yU4fAAAAAKgJQ00AcSclpYH8A83AQ82OHaWKCpuNgMjbv19q0sT5mA0bpAED7PQBAAAAACcMNQHEleRkyWmgKUlff22rDRBdfvhBGjbM+ZiiIlZsAgAAAIg8hpoA4kZamlReLjkNNLnkHPHuP/+R2rRxPmbDBv+KZgAAAACIFIaaAOJC06ZSaanzMQw0Ab/t26UWLZyP+eYbqU8fK3UAAAAAoBqGmgBcLyFB2rfP+ZjNm+10AWLFrl1Sz57OxyxdKuXm2ukDAAAAAEdiqAnA1ZKSaj7moYckjyf8XYBYU1ws9evnfExBgTR0qJ0+AAAAAFCFoSYA1zrppJp2MffpwQelP//ZViMg9ixZIqWmOh8za5Z/AAoAAAAAtgSxhgkAYk+fPv7NTMx8evHFcg0cmGyrEhCzSkr8t3Fw0qsX96UFAAAAYA8rNQG4Tr9+/nv9mfl06qnb1b+/rUZA7AtmYBnM7R4AAAAAIBQYagJwlTFjpNdfdz6mQwef7rvvAzuFABepabBZUSEl8i8LAAAAABbwpQcA1/B6pYkTnY9p00Zav97xRpsAHNQ02PT5WLEJAAAAIPwYagJwjfR057xRI2n7djtdADcLZsXmscfa6QIAAAAgPjHUBOAKNW1ictxx0v79droA8WDzZuf8+++lvn3tdAEAAAAQfxhqAoh5NQ00GzSQtm610wWIFx6PdPfdzse8917NxwAAAABAXTDUBBDTWras+Zjy8vD3AOLR/fdLnTs7H/PAA/773QIAAABAKDHUBBCzmjeXdu92Pqame/8BqJ/162s+pqb73QIAAABAbbE/KYCY1KCBVFnpfExN9/wDEBo+X823gUhI4JsMAAAAAEKHlZoAYk7fvjUPNB980H/PPwB2BDOwbNw4/D0AAAAAxAeGmgBiitfr33zESU6O9Je/2OkD4Cc1DTYPHOCbDQAAAABCg6EmgJjSoYNz3rmzNH26nS4AqqtpsPntt9K4cXa6AAAAAHAvhpoAYsaVVzoPTJo1C27TEgDhNX++c37ffVJ2tpUqAAAAAFyKoSaAmNC9uzRjhvMxe/bY6QLAWVaWlJHhfMw//ykVF9vpAwAAAMB9GGoCiHqZmdInnzgfw07nQHT5/HOpbVvnY664wk4XAAAAAO7DUBNAVOvfX1q+3PkYdjoHotN330kpKeZ882YpLc1eHwAAAADuwVATQNQqLpYWLnQ+pk8fdjoHollpac15w4Z2ugAAAABwD4aaAKJW797OeWKi9O67droAqLuabg9RUuK/zQQAAAAABIuhJoCo1LGjVF5uzhMSpIoKa3UA1IPHIz39tPMxy5ezcRAAAACA4DHUBBB1cnOlb75xPqay0k4XAKFx/fXS2LHOx5x1lp0uAAAAAGJfRIeaJSUluueee9S1a1elpaWpffv2ys3NldfrDfo1CgsLlZCQUOOPZ5999qjnZWdnOx7/5JNPhvrjAgjCww9LBQXOx/h8droACK0JE6TUVHNeUeG8sRAAAAAAVEmK1BuXlJSoX79+Wrp0qdq1a6fLLrtMGzduVEFBgYqKivT++++rc+fONb7OSSedpOuuuy5gtmfPHr300kuSpL59+wY85uKLL9Zxxx1X7fGTTz45+A8DICS83po3/Vm2zE4XAOFRUuK/H67pmxNlZVK3btLnn9vtBQAAACC2RGyo+cADD2jp0qU666yztGjRIjVp0kSSlJ+fr1GjRik3N1dvvfVWja/Tt29f48Dyb3/7m1566SX16dNHJ554YsBj7rjjDp133nl1/hwAQqdjR+e8Z082EwHcoLLSf19ck7VrpTFjpPvvt9cJAAAAQGyJyOXnZWVlevTRRyVJjz/++OGBpiTl5eWpe/fuevvtt7VixYp6vc9zzz0nSbr22mvr9ToAwi8lxXnjn9RUNhEB3KSm20xMnOhfvQ0AAAAAgURkqPnuu+9q9+7d6ty5s0477bRq+eDBgyVJ8+fPr/N7fP3111q6dKlSUlI0dOjQOr8OgPDLyPBfcuqkpMROFwB2ZGdLxxzjfEx6upUqAAAAAGJQRC4/X7VqlSTp9NNPD5hXPV51XF1UrdLs37+/WrZsaTxu7ty5mjNnjioqKtSpUycNGDBAGRkZdX5fALUzZoy0bp3zMZs32+kCwK6dO6WGDZ2/adGsmbR3r71OAAAAAGJDRIaamzZtkiR5PJ6AedXjVcfVxfPPPy+p5kvPqy6Dr3L77bfr5ptv1tSpU5WU5Pyfp7S0VKWlpYd/vvfHr7rKyspUVtOysxhU9Znc+NkQGV6vNHFikiTTzfV8uuOOCrVt66txJWdtcC7DTWL9fN67V2ratIFKSwNfPPLDDz7dckuFpkwx7CwE14j1cxk4Eucz3IJzGW7C+Rw7gv01ishQc9++fZKkRo0aBcwbN2581HG1tWzZMq1bt04tW7ZU//79Ax5z2mmn6ayzztJvfvMbeTwefffdd3rllVc0ZswYPfHEE0pJSdEjjzzi+D6TJk3SvffeW+3xRYsWGT+bGyxevDjSFeASl1/eX04DzRNO2K1f//ptLVwYnvfnXIabxPL5fN99zTV69LkK/OdBgp54ooFOP32RWrfmPhTxIJbPZeDnOJ/hFpzLcBPO5+h34MCBoI6LyFDT5/OvtkgwbH1alddV1aXnw4YNU0pKSsBjRowYcdTPO3XqpD/+8Y8655xzdMYZZ+jRRx9VXl6e0h1u6HXnnXcqLy/v8M/37t2r9PR0XXTRRWrWrFm9PkM0Kisr0+LFi3XhhRcqOTk50nUQ4+65R/L5GhhSn5KSfPryyyaSLgn5e3Muw03ccD5fcon0wQeVmjs3UabB5h/+cKFKShx2E0PMc8O5DFThfIZbcC7DTTifY8feIO8/FZGhZtOmTSVJ+/fvD5hXTWSP3BU9WOXl5ZoxY4akuu16fsopp+jSSy/V7NmztWTJEuXk5BiPTU1NVWpqarXHk5OTXf0bxO2fD3ZMmuSUJqisLEHh3suMcxluEuvn85w50m23ST+7K8xhlZWJOumkRH3zjd1esC/Wz2XgSJzPcAvOZbgJ53P0C/bXJyK7n3fo0EGS5PV6A+ZVj1cdVxuLFi3S9u3bdeKJJ6p379516telSxdJ0tatW+v0fADODIu0D1u2zE4PANFl2jSpZ09zvmmTVFhorQ4AAACAKBaRoWaPHj0kSR999FHAvOrx7t271/q1qy49v+aaa+rYTtq1a5ekuq0UBeCspm+4nHCClJlppwuA6FNc7Jzn5EjPPGOnCwAAAIDoFZGhZp8+fdS8eXNt2LBBK1eurJbPnj1bkpSVlVWr1923b5/mzZsnqe5DzdLSUi1YsECSdMYZZ9TpNQAEdsEFUnm58zEbN1qpAiCKFRQ45zfcIBku9gAAAAAQJyIy1ExJSdHw4cMlScOHDz/q3pr5+flavXq1+vbtq8wjlms99thjysjI0J133ml83blz5+rAgQP69a9/ffgS8kDWrVunefPmqaLi6A0Hvv/+e1155ZXavHmzevToUefL1wFU99BD0muvOR9Tzz3CALhEdrbUurXzMTfeaKUKAAAAgCgVkY2CJGnMmDFasmSJli5dqi5duujss8/WN998ow8//FCtWrVSwc+WaezYsUPr1q1zvM9l1aXnNW0QtHXrVg0cOFCtWrVSRkaGjj/+eG3fvl0rVqzQDz/8II/Ho5kzZxp3ZwdQO16vNHq08zGbN9vpAiA2fP+9lJoqHToUOP/vf/1/tng8dnsBAAAAiA4RWakpSWlpaXrjjTc0duxYNWrUSC+99JI2btyo6667TitXrtRJJ51Uq9fbunWrXn/9dSUnJ2vYsGGOx3bt2lUjR45Uly5dtGHDBr344otavny5unTponvuuUerV69W165d6/PxABzhhBOc86FDGUwAqK601DlPT7fTAwAAAED0idhKTUlq2LChJkyYoAkTJtR47Pjx4zV+/Hhj3q5dO5XXdLO+H7Vv316PPPJIsDUB1MMFF0iVleY8KUmaMcNeHwCxZfNm5+FlQgK3rgAAAADiUcRWagJwv2Duo1lWZqcLgNjk8Uj9+jkfk8i/ZgAAAIC4w5cBAMIimPtoLltmpwuA2LZkiXPu80nNm9vpAgAAACA6MNQEEBZdujjn558vZWba6QIg9tV0ifnevVJhoZUqAAAAAKIAQ00AIde/v1RSYs6PPVZ6/XV7fQC4w+bNznlOjp0eAAAAACKPoSaAkCoulhYudD5m2zY7XQC4i8dT8+CyaVM7XQAAAABEFkNNACHVt69zPn++nR4A3Gn6dKlRI3O+b5+Um2uvDwAAAIDIYKgJIGSaN5cOHTLnGRlSVpa9PgDcad0657ygwL9ZGQAAAAD3YqgJICTy8/0bdZi0aCF9/rm1OgBczOOR7rrL+ZgOHex0AQAAABAZDDUBhMSoUeYsIUHatcteFwDuN3Gi1K2bOff5pMaN7fUBAAAAYBdDTQD11q6dc75pk50eAOLLZ5/5v2licuCAfxU5AAAAAPdhqAmgXm67TfruO3Pevbv/UlEACIfKSuf8z3+20wMAAACAXQw1AdSZ1ys9+qjzMatW2ekCIH4tW2bOfD6pRw97XQAAAADYwVATQJ3VtBHH/Pl2egCIb5mZzvfXXL1a6t/fXh8AAAAA4cdQE0CdjBzpXwFlkpEhZWVZqwMgzn32mXO+cKFUXGynCwAAAIDwY6gJoE6mTjVnjRpJn39urwsASDWvDj/7bDs9AAAAAIQfQ00Atda4sXP+5ptWagDAUbKypOOOM+elpeyGDgAAALgFQ00AtdK4sXTggDnv3dt/fzsAiIStW53zUaPs9AAAAAAQXgw1AQRt2DDngWaLFtJ771mrAwABFRQ45wkJdnoAAAAACB+GmgCC4vVKM2ea85QUadcue30AwCQ7WzrmGOdjWFEOAAAAxDaGmgCCcsEFzvm779rpAQDB2LlTSk0158uX+79ZAwAAACA2MdQEUKP+/aV168z5b37DqicA0aekREpKMucdO1qrAgAAACDEGGoCcFRcLC1caM5btJBee81aHQCola+/NmcVFVKPHva6AAAAAAgdhpoAHA0a5JwvWmSnBwDUhccjDR1qzlev9n/zBgAAAEBsYagJwKi42Pmec+efz2XnAKLfjBlSgwbm/Jxz7HUBAAAAEBoMNQEY9eplztLSpNdft9cFAOrj/ffNWUmJlJtrrwsAAACA+mOoCSCgVq2c81mz7PQAgFDIzJROP92cFxSwGzoAAAAQSxhqAqimqEj6v/8z5507S1lZ9voAQCisWCGlpprzDh3sdQEAAABQPww1AVQzYIA5S02V1q+31wUAQsnpzy+fT8rIsNcFAAAAQN0x1ARwFKfNNCT/vecAIFZ5PFJOjjlft47d0AEAAIBYwFATwGHXXy9VVppzNtIA4AbTp0uJDv8CctokDQAAAEB0YKgJ4LDp081ZQoL0zDP2ugBAOD30kHM+cqSVGgAAAADqiKEmAElScrJzvmmTnR4AYENenvOmQVOn2usCAAAAoPYYagJQfr5UXm7O+/f334cOANykpnsEN29upwcAAACA2mOoCUCjRjnnRUV2egCAbZs3m7O9e6W+fe11AQAAABA8hppAnGvc2DmfP99ODwCIBI9HGjrUnL/3HruhAwAAANGIoSYQx/LzpQMHzPmpp0pZWfb6AEAkzJjh/A2eiy6y1wUAAABAcBhqAnHM6bLztm2l1avtdQGASNq3z5zt3i2NGWOtCgAAAIAgMNQE4lS7ds758uV2egBAtMjNNWcTJ0per70uAAAAAJwx1ATiUFGR9N135nzoUHY7BxB/nnnGOe/e3U4PAAAAADVjqAnEoQEDzFlysv/+cgAQj5xWa+7a5f+mEAAAAIDIY6gJxJmmTZ3zr76y0wMAolFNqzWdvikEAAAAwB6GmkAcKSx03gyjZ08uOweAzZud85q+OQQAAAAg/BhqAnEkJ8c5Ly620wMAopnH4/zn5b59/m8SAQAAAIgchppAnLjySud88mQ7PQAgFkyfLjVqZM6vv95eFwAAAADVMdQE4oTT5j8NG0p5efa6AEAs2L/fnFVWShkZ9roAAAAAOBpDTSAOnHGGc37ggJ0eABBrnHZDX7eO3dABAACASGGoCbjcmDHSRx+Z8/nz7XUBgFhT027ol15qpwcAAACAozHUBFzM65UmTjTnnTtLWVn2+gBALHL65o/PJ/Xsaa8LAAAAAD+GmoCLnXKKOUtMlNavt9cFAGJVVpbUpo05X7FCKi621wcAAAAAQ03AtQoLpT17zPndd1urAgAxb/t257xPHzs9AAAAAPgx1ARcKifHnCUmShMm2OsCAG7g85mzsjIpP99eFwAAACDeMdQEXCgjwzmfN89ODwBwm8mTzdlf/mKvBwAAABDvGGoCLlNcLK1bZ85PPZXNgQCgrvLypISEwFllpXTSSXb7AAAAAPGKoSbgMmeeac5SU6XVq+11AQA3evhhc7Zhg1RUZK8LAAAAEK8YagIucsEFzvd8e/JJe10AwK2cVmtK0oAB9roAAAAA8YqhJuASXq/02mvm/JhjpOxsa3UAwNWcVmtK0siRVmoAAAAAcYuhJuASnTo55zt32ukBAPEgL09q1MicT51qrwsAAAAQjxhqAi4wbpxUXm7OnXbrBQDUzf79zjmbBgEAAADhw1ATcIH77jNnSUn+FUUAgNAbO9acbdggjRljrwsAAAAQTxhqAjHO43HOly610wMA4tGECf5vHplMnOi/5zEAAACA0GKoCcSwoiLp22/N+SmnSJmZ9voAQDwqK3PeDf3kk+11AQAAAOIFQ00ghg0e7Jy/8oqdHgAQ7zZtMmcHDkiFhdaqAAAAAHGBoSYQo267TSotNed3313zpekAgNDweKTOnc35DTfY6wIAAADEA4aaQAzyeqVHHzXnbdtK999vrw8AQPr3v81ZRQWrNQEAAIBQYqgJxKDbbnPOly+30wMA8JPMTKljR3M+fLi1KgAAAIDrMdQEYozXK734ojnnsnMAiJx33jFn+/fX/E0pAAAAAMFhqAnEmPR0c9axI5edA0AkeTz+by6ZPPqo/5tTAAAAAOqHoSYQQ9q2dc5nzrTTAwBgdv/90llnmfPu3e11AQAAANyKoSYQI4qKpO3bzfkpp/jv5wYAiLylS6UGDQJnu3b5/0wHAAAAUHcMNYEYcfXVzvkrr9jpAQAIjtPGQAMG2OsBAAAAuFFEh5olJSW655571LVrV6Wlpal9+/bKzc2Vt5Y3m+rYsaMSEhKMP9auXRvweZWVlZoyZYpOPfVUNWzYUG3atNGQIUP02WefheLjASFTXCzt3WvO2RwIAKLPlCnOeSLfWgYAAADqLClSb1xSUqJ+/fpp6dKlateunS677DJt3LhRBQUFKioq0vvvv6/OnTvX6jWvu+66gI83b9682mM+n0/Dhg3T7Nmz1aJFC/Xv3187duzQnDlztGDBAr3xxhs688wz6/TZgFAbOtScpaWxORAARKvJk6VRowJnPp90/fXSM8/Y7QQAAAC4QcSGmg888ICWLl2qs846S4sWLVKTJk0kSfn5+Ro1apRyc3P11ltv1eo1CwsLgz62oKBAs2fPVpcuXfTOO++o7Y87sMyZM0eDBw/W1VdfrbVr1yopKWL/iQBJUs+e0saN5vxvf7NWBQBQS3l50u23S+XlgfPp0xlqAgAAAHURkQufysrK9Oijj0qSHn/88cMDTUnKy8tT9+7d9fbbb2vFihVh6zB58mRJ0oMPPnh4oClJV1xxhS699FJt2LBB8+bNC9v7A8EoKpKcfhs0bSplZ1urAwCog6VLnfPcXDs9AAAAADeJyFDz3Xff1e7du9W5c2eddtpp1fLBgwdLkubPnx+W9//666/12WefqWHDhurfv7/19weCNWiQc87tXwEg+mVmSr17m/OCAqmWtxMHAAAA4l5Erq1etWqVJOn0008PmFc9XnVcsB566CFt2LBBqamp+uUvf6nLL79cbdq0Mb7/KaecouTk5JC9PxBK+flSWZk5z8lhcyAAiBXvvSc1aCBVVgbOTzlF2r3baiUAAAAgpkVkqLlp0yZJkscwkal6vOq4YI0ePfqon//pT3/StGnTdP3114fl/UtLS1VaWnr453t/3J66rKxMZU7TqBhV9Znc+Nmi0Z//3ECmxdRpaZX6+98rHIeeMONchptwPseOSZOk229PkpRQLduzx6enny6XYc/DuMC5DDfhfIZbcC7DTTifY0ewv0YRGWru27dPktSoUaOAeePGjY86riaXXnqpzj//fJ1xxhlq06aNvvrqK02fPl1Tp07VDTfcoFatWmngwIEhf/9Jkybp3nvvrfb4okWLjK/tBosXL450BddbssQjny/wSmbJp7y8D7Vw4XarndyIcxluwvkc/U4+WWrQ4BJVVFS/SkRK0I03NlCbNtz6hnMZbsL5DLfgXIabcD5HvwMHDgR1XESGmj6fT5KUkFB9pcKRebCmTZt21M9/+ctfavLkyTr55JN100036fbbbz9qqFnT+wfrzjvvVF5e3uGf7927V+np6brooovUrFmzer12NCorK9PixYt14YUXBrxsH6EzcGADBVrJI0lpaT6NH9/TbiGX4VyGm3A+x5a335b69PEp8J/xCZoypb8WLardv4PcgnMZbsL5DLfgXIabcD7HjqoroWsSkaFm06ZNJUn79+8PmFdNZI/cFb0ubrjhBo0dO1ZffPGFvv76a3Xq1Cmo9696vKb3T01NVWpqarXHk5OTXf0bxO2fL9JOOsk5f/vtRCUnR2SPL9fhXIabcD7Hht69/fdDDrwxUILefDNJ27bF9z2TOZfhJpzPcAvOZbgJ53P0C/bXJyKTkQ4dOkiSvIatPqserzqurhITE9W5c2dJ0tatW62/P1BbRUXShg3m/IQT/LvoAgBi1/vvO+cnn2ynBwAAABDLIjLU7NGjhyTpo48+CphXPd69e/d6v9euXbskHb3qsur916xZE/Dmo6F8f6A27rjDOd+40UoNAEAYeTzS0KHm/MABqbDQWh0AAAAgJkVkqNmnTx81b95cGzZs0MqVK6vls2fPliRlZWXV630+/fRTrVu3To0aNVJGRsbhxzt16qRu3brp4MGDWrBgQdjeH6gNr1f69FNzPnmyvS4AgPCaMUNyuqomJ8deFwAAACAWRWSomZKSouHDh0uShg8fftS9LfPz87V69Wr17dtXmUdcZ/vYY48pIyNDd95551Gv9eqrr2rFihXV3mP16tUaMmSIfD6fbrjhBqWkpByVV23wM3r0aG3f/tMu0nPnztXLL7+sTp06HbW5EBBuP97yNaDkZOmIPakAAC7w1VfO+fXX2+kBAAAAxKKIbBQkSWPGjNGSJUu0dOlSdenSRWeffba++eYbffjhh2rVqpUKCgqOOn7Hjh1at27dUffGlKT3339f9957r0444QR17txZbdq00ddff62PPvpI5eXlOvfcczVp0qRq75+bm6uFCxfqxRdfVEZGhvr166cdO3borbfeUlpamp577jluHAtrMjOl8nJzPneuvS4AADs8HqltW2nbtsD59OnSM8/Y7QQAAADEiohtoZyWlqY33nhDY8eOVaNGjfTSSy9p48aNuu6667Ry5UqdVNMW0D+6+OKLlZubq2bNmmnVqlWaM2eO1q9fr759++qpp57Sa6+9pkaNGlV7XmJiombNmqXJkyerffv2Kioq0ieffKLLL79cy5cvV+/evUP9kYGAioul5cvNefv2EndCAAB3Gj3aOc/NtdMDAAAAiDURW6kpSQ0bNtSECRM0YcKEGo8dP368xo8fX+3xs846S2eddVad3r9BgwbKy8s7fCk6EAmXXeacf/utnR4AAPvy8qS775ZKSgLnBQXShAn+VZ0AAAAAfhKxlZoA/Ks0f3ZHhaP87C4MAAAXOnjQOe/Z004PAAAAIJYw1AQiyOkuBy1aSNnZtpoAACLJ6ZtY27ZJRUX2ugAAAACxgKEmECH5+c6bA+3aZa8LACCysrOllBRzPnCgrSYAAABAbGCoCUTIqFHmbOxYez0AANFhzhxzVlHh/2YYAAAAAD+GmkAEDBvmnAexdxYAwGWysqRWrcy50zfDAAAAgHjDUBOwzOuVZs4056zSBID49fHHznm7dlZqAAAAAFGPoSZg2a9+Zc4SElilCQDxzOORhg835999x6ZBAAAAgMRQE7CqqEjaudOcv/yyvS4AgOj06KNSixbm/NprrVUBAAAAohZDTcCiQYPMWfv2/vupAQDwySfmbPduVmsCAAAADDUBSwoLpbIyc/7tt9aqAACinMcj9e1rzq+4wl4XAAAAIBox1AQsyckxZyNG2OsBAIgN+fnm7NAhKTfXXhcAAAAg2jDUBCzo1s05nzLFSg0AQAzJzJR69jTnBQWS12uvDwAAABBNGGoCYVZcLK1da84LCux1AQDEluJiKSHBnJ9zjr0uAAAAQDRhqAmEWe/e5iw1VcrOtlYFABCDpk83Z19/7R98AgAAAPGGoSYQRvn5Unm5OX/nHXtdAACxKTtbSnT4F9vvfmetCgAAABA1GGoCYTRqlDlr2dJ/vzQAAGpy993mbOdOqajIXhcAAAAgGjDUBMJk3Djn/Nln7fQAAMS+CROkBg3M+TXX2OsCAAAARAOGmkCYTJ1qzpo2lbKy7HUBAMS+9983Z3v2sFoTAAAA8YWhJhAGxcXS3r3m/LPP7HUBALhDZqbUubM5v+oqe10AAACASGOoCYRBr17m7OmnJY/HXhcAgHv8+9/m7IcfpH797HUBAAAAIomhJhBizZubs2OPla6/3l4XAIC7ZGZK/fub89df918tAAAAALgdQ00ghAoLnS87//3vrVUBALhUUZHUurU5/81v7HUBAAAAIoWhJhBCubnmLCFBmjLFWhUAgIsVFJizffvYNAgAAADux1ATCJFx4ySfz5xv2mSvCwDA3bKypCZNzPngwfa6AAAAAJHAUBMIkfvuM2e//S2bAwEAQuv1181ZaSmrNQEAAOBuDDWBEOjWzTl/6ik7PQAA8SMzU+rc2Zzfcou9LgAAAIBtDDWBeioultauNefdurFKEwAQHuvXm7NNm9gJHQAAAO7FUBOopzvvdM7/+U87PQAA8WnZMnN2zjn2egAAAAA2MdQE6sHrlV57zZxfcon/8kAAAMIlM1PKyAiclZRI+fl2+wAAAAA2MNQE6qFrV3PWsaO0YIG1KgCAOPbss+Zs1Ch7PQAAAABbGGoCdZSfLx08aM5nzrTXBQAQ3zIzpdatzTn3dgYAAIDbMNQE6mjiRHP2i19w2TkAwK6CAnP27bdSUZG9LgAAAEC4MdQE6qC4WPq//zPnr75qrwsAAJKUlSW1amXOhwyx1wUAAAAIN4aaQB2ceaY5e+ghLvMDAETGxx+bs5ISVmsCAADAPRhqArU0cqTk8wXO2raV/vxnq3UAADjM45FOO82cX3ONvS4AAABAODHUBGpp6lRzNnq0vR4AAATy8svmbM8eVmsCAADAHRhqArXQrp05S0mR8vLsdQEAIBCPR7r8cnM+YIC9LgAAAEC4MNQEglRUJH33nTnfsMFeFwAAnEyb5pz/4hd2egAAAADhwlATCNIdd5iz449ncyAAQPTweKR+/cz5559LxcX2+gAAAAChxlATCILXK336qTl/8kl7XQAACMaSJc75LbfY6QEAAACEA0NNIAjnnmvOWrSQsrKsVQEAIGjz55uz4mL/N+0AAACAWMRQE6hBcbH01Vfm/F//stcFAIDayMqSWrUy56ecYq8LAAAAEEoMNYEanHmmOWvVilWaAIDo9sor5mzPHqmw0FoVAAAAIGQYagIORo6UfD5z/vHHtpoAAFA3mZlSSoo5z8211wUAAAAIFYaagIOpU83Zeeex4zkAIDbcfLM58/mkcePsdQEAAABCgaEmYJCZ6ZxzL00AQKyYMkVKdPhX32OPWasCAAAAhARDTSCA4mJp+XJzftpprNIEAMSWb74xZ7t2sRM6AAAAYgtDTSCAyy93zl9+2U4PAABCxeORbr3VnJ94or0uAAAAQH0x1AR+pqhI+vZbc56dzSpNAEBsmjZNSkoKnJWVScOG2e0DAAAA1BVDTeBnbrjBnKWmSgUF9roAABBqt9xizmbO5DJ0AAAAxAaGmsARioulbdvM+ZNP2usCAEA4TJninF9wgZUaAAAAQL0w1ASOcP755iw11X/pOQAAsW7yZHO2bp3/m3wAAABANGOoCfyosFDav9+cz55trQoAAGGVlyclOvwr8Ior7HUBAAAA6oKhJvCjP//ZnDVrJmVl2esCAEC4PfOMOdu8mdWaAAAAiG4MNQH5v3DbudOcP/+8vS4AANiQnS0lJ5vzq66yVgUAAACoNYaagKS+fc1ZejqrNAEA7vSPf5iz9etZrQkAAIDoxVATcS8/Xzp0yJwvXWqvCwAANmVnSy1bmvNevaxVAQAAAGqFoSbintO9NH/7W8njsdcFAADbVq92zkeOtFIDAAAAqBWGmohr+fmSz2fOn3rKXhcAACLB45EyM835tGn2ugAAAADBYqiJuPaXv5iz4cNZpQkAiA+PP27OfD6pqMheFwAAACAYDDURt3JzpcrKwFlqqvToo3b7AAAQKZmZUvfu5nzAAHtdAAAAgGAw1ERc8nqlggJz/uST9roAABANVq1yzrm3JgAAAKIJQ03EpTPPNGcpKf7dYAEAiDdO3/CbOtVeDwAAAKAmDDURd4qKpC1bzPnf/26vCwAA0aSmb+qlp1upAQAAANSIoSbizl13mbPGjVmlCQCIb2PHmjOvl02DAAAAEB0YaiLufPKJOXvjDXs9AACIRhMmOOf/8z92egAAAABOGGoirnTrZs46dPDv/goAQLybP9+c7drFak0AAABEHkNNxI2iImntWnP+3nv2ugAAEM2ysqROncz50KH2ugAAAACBMNRE3BgwwJydeqrk8djrAgBAtHv7bXN28CCrNQEAABBZDDURF0aOdM4feMBKDQAAYobHI/XrZ86dNt4DAAAAwo2hJuLC3/9uztq1819mBwAAjrZkiTn75BP/bugAAABAJER0qFlSUqJ77rlHXbt2VVpamtq3b6/c3Fx5a/Ev5N27d+uFF17QVVddpV/84hdq3LixmjZtqjPPPFNTp05VWVlZwOdlZ2crISHB+OPJJ58M1cdEhHm9UkmJOV+2zF4XAABijdOmQSecYK8HAAAAcKSkSL1xSUmJ+vXrp6VLl6pdu3a67LLLtHHjRhUUFKioqEjvv/++OnfuXOPrPPzww5o4caISExN12mmnacCAAfr+++/13nvvadmyZZo9e7ZeffVVNWrUKODzL774Yh133HHVHj/55JPr/RkRHZy+4MrK4l6aAAA4ycqSmjeX9uypnlVW+m/xMmWK7VYAAACIdxEbaj7wwANaunSpzjrrLC1atEhNmjSRJOXn52vUqFHKzc3VW2+9VePrNGnSRHfddZf++Mc/6vjjjz/8+JdffqkLLrhA7777ru6//349YLhp4h133KHzzjsvJJ8J0eeCC/xfcAWSmOi8+gQAAPhNmSLl5ATOnniCoSYAAADsi8jl52VlZXr00UclSY8//vjhgaYk5eXlqXv37nr77be1YsWKGl/rjjvu0MSJE48aaEpSly5d9Ne//lWS9O9//zuE7RErvF7ptdfM+TPP2OsCAEAsy86WGjYMnJWVSbfearUOAAAAEJmh5rvvvqvdu3erc+fOOu2006rlgwcPliTNr+cyuh49ekiStmzZUq/XQWxy2tE8IcH/BRoAAAjOF1+Ys8ceY9MgAAAA2BWRy89XrVolSTr99NMD5lWPVx1XV1999ZUkBbxnZpW5c+dqzpw5qqioUKdOnTRgwABlZGTU630RHZz2enr4YXs9AABwA49HGjhQeumlwPn770tDhthsBAAAgHgWkaHmpk2bJEkeww4tVY9XHVdXU6dOlSRddtllxmOqLoOvcvvtt+vmm2/W1KlTlZTk/J+ntLRUpaWlh3++d+9eSf7L6027rseyqs8UC5+tS5cG8vkSJCVUy5KTK3XrrRWKgY+BMImlcxmoCeczbMrPl156KUmB/n4dOrRShw5V1Pm1OZfhJpzPcAvOZbgJ53PsCPbXKCJDzX379kmScUfyxo0bH3VcXTz55JNasmSJWrRooTvuuKNaftppp+mss87Sb37zG3k8Hn333Xd65ZVXNGbMGD3xxBNKSUnRI4884vgekyZN0r333lvt8UWLFhk/mxssXrw40hUcLVt2rL755tcK9AWX5NPEiW9r4cIAW7gi7kT7uQzUBuczbGne/CLt2RPoBpsJOu+8rRo9emW9Xp9zGW7C+Qy34FyGm3A+R78DBw4EdVyCz+fzhblLNTfeeKOefvppjRkzRvfdd1+1/Msvv1TXrl3VtWtXrVu3rtav/9Zbb+miiy5SWVmZ5syZo8svvzzo565Zs0ZnnHGGKioq9PXXXys9Pd14bKCVmunp6dqxY4eaNWtW697RrqysTIsXL9aFF16o5OTkSNcxatu2gXbtCny72NatK7VlS91XkcAdYuVcBoLB+Qzb7rlHmjQp8GpNqe6rNTmX4Sacz3ALzmW4Cedz7Ni7d69at26tPXv2OM7XIrJSs2nTppKk/fv3B8yrJrJH7ooerNWrV2vgwIE6dOiQpk2bVquBpiSdcsopuvTSSzV79mwtWbJEOTk5xmNTU1OVmppa7fHk5GRX/waJ5s9XXCzt2mXOCwoSlZwckf2xEIWi+VwGaovzGbY88IA0aZIpTdR55yXqvffq/vqcy3ATzme4Becy3ITzOfoF++sTkelOhw4dJElewzaZVY9XHResDRs26OKLL9bu3bs1fvx43XrrrXXq16VLF0nS1q1b6/R8RM5ZZ5mz1q2lrCx7XQAAcKtly8zZ0qX+bzICAAAA4RSRoWaPHj0kSR999FHAvOrx7t27B/2aW7Zs0YUXXqjvvvtOI0aM0D333FPnfrt+XOpXl5WiiJxx46QKhyveVtbvFl8AAOBHmZlSx47mfOhQa1UAAAAQpyIy1OzTp4+aN2+uDRs2aGWASdPs2bMlSVlBLqvbtWuXLr74Yn399dfKycmpcYMfJ6WlpVqwYIEk6Ywzzqjz68C+ALdnPaxXL8njsdcFAAC3mznTnG3cyGpNAAAAhFdEhpopKSkaPny4JGn48OFH3VszPz9fq1evVt++fZWZmXn48ccee0wZGRm68847j3qtAwcO6JJLLtGaNWs0dOhQPfXUU0pICHTj+p+sW7dO8+bNU8XPlvV9//33uvLKK7V582b16NFDvXv3ru9HhSX5+c75Y4/Z6QEAQLyoabVm377WqgAAACAORWSjIEkaM2aMlixZoqVLl6pLly46++yz9c033+jDDz9Uq1atVFBQcNTxO3bs0Lp166rd5/Luu+/WBx98oAYNGigpKUnXX399wPcrLCw8/P+3bt2qgQMHqlWrVsrIyNDxxx+v7du3a8WKFfrhhx/k8Xg0c+bMGoejiB4/m3UfpXFj/xdeAAAgtGbO9F8NEcihQ/5bw0yYYLcTAAAA4kPEhpppaWl64403NGnSJL3wwgt66aWX1LJlS1133XW67777lJ6eHtTrVN3/sqKiQi+88ILxuCOHml27dtXIkSP1wQcfaMOGDVq2bJlSU1PVtWtXDRgwQCNGjFDLli3r9flgT2Gh/wsnE76YAgAgPDIzpRNPlL76KnB+3338PQwAAIDwiNhQU5IaNmyoCRMmaEIQ/9odP368xo8fX+3xwsLCowaWwWjfvn297ruJ6PKHP5izZs2kvDx7XQAAiDdTp0oDBphzVmsCAAAgHCJyT00gVAoLpbIyc/7pp9aqAAAQl7KypJ49zbnTRn4AAABAXTHUREz74x/NWU4OO54DAGBDcbGU6PCvypEjrVUBAABAnGCoiZhVVCQdPBg4S0qSpk+32wcAgHh20UXmbOpUez0AAAAQHxhqImY53b/rqafs9QAAADX/3XvBBXZ6AAAAID4w1ERM6tvXnB1zjJSdba0KAACQ/5YvTn//vvaa5PVaqwMAAACXY6iJmOP1Su+9Z85XrbLXBQAA/KSgwPnemueea68LAAAA3I2hJmLOkCHmrG1bNgcCACCSnnnGnH31Fas1AQAAEBoMNRFTvF7pgw/M+dNP2+sCAACqq+kWMHfdZaUGAAAAXI6hJmLKKaeYs9RUKSvLXhcAABDY5Mnm7F//stcDAAAA7sVQEzGjsFDas8ecP/mktSoAAMBBXp7zvTU7drRWBQAAAC7FUBMx47bbzFlyMjueAwAQTZzurfnNN1JRkb0uAAAAcB+GmogJxcXSDz+Y83/8w14XAABQs+xsKSXFnHNvTQAAANQHQ03EhFGjzFlKCqs0AQCIRnPmmLNPPmEndAAAANQdQ03EhHfeMWdOXzABAIDIycqSWrQw5927W6sCAAAAl2Goiah30knmrGFDdjwHACCaOe12vmuXfyNAAAAAoLYYaiKqFRVJGzaY85kz7XUBAAC1l5Ulpaebc+6tCQAAgLpgqImoNnCgOWvXjlWaAADEgqVLzdnWrf4NAQEAAIDaYKiJqJWfL1VUmPNly+x1AQAAdefxOH8j8h//sNcFAAAA7sBQE1HLacfzX//a/wUSAACIDePGmTPuqwkAAIDaYqiJqDRypHM+a5aVGgAAIEQyM6Xf/CZwVl4u/f73CXYLAQAAIKYx1ERUevxxc3b55azSBAAgFr32mpSWFjibM6eBduwwhAAAAMDPMNRE1Cku9q/YMJk2zV4XAAAQWhMnmpIEvfHG8TarAAAAIIYx1ETUMV2aJnEvTQAAYl1enpSUFDh78cUudssAAAAgZjHURFQpLJT27TPn3EsTAIDYd8EFgR8/cCBFp5/ewG4ZAAAAxCSGmogqt95qzriXJgAA7nDLLaYkQWvWJKioyGYbAAAAxCKGmogaxcXOqzS5lyYAAO6QlSV1725KEzRwoMUyAAAAiEkMNRE1evc2Z1lZrNIEAMBNVq2SGjYMnFVUSPn5dvsAAAAgtjDURFQYN86843lSkjR/vt0+AAAg/O6/35yNGmWvBwAAAGIPQ01EhfvuM2dLl9rrAQAA7MnLc87HjbPTAwAAALGHoSYibuRIc3bccVJmprUqAADAshEjzJnTNz0BAAAQ3xhqIuKmTjVnL79srwcAALBvyhTn/PrrrdQAAABAjGGoiYgaMMCctWjBKk0AAOLB5MmS5AuYTZ9utQoAAABiBENNRIzXKxUVmfN//cteFwAAEDn+e2sGHmpKrNYEAABAdQw1ETH9+pmzZs2krCx7XQAAQGQ99VSFTIPNggK7XQAAABD9GGoiIoqLpS++MOdLltjrAgAAIu+666Tk5LKAmc8n9e5tuRAAAACiGkNNRMQtt5iz1q25lyYAAPHob397Q6bVmu+/7/+mKAAAACAx1EQEeL3OX5RwiRkAAPGpdesS/c//VBjz88+3WAYAAABRjaEmrLv/fnPWqBH30gQAIJ49/bR5w6D9+503GQQAAED8YKgJq7xe6e9/N+ePP26vCwAAiE5Ot6G57jp7PQAAABC9GGrCqmuuMWcnnCBlZ1urAgAAopTTNzn/7/+4tyYAAAAYasKi4mLprbcCZ127Shs3Wq0DAACiVGam1K6dOb/qKntdAAAAEJ0YasKa3r3NWadO9noAAIDoN2+eOVu/ntWaAAAA8Y6hJqzIz5fKy835lVfa6wIAAKJfZqbUvr05/8Mf7HUBAABA9GGoCStGjTJnzZpxL00AAFCd0+aCH3/s34AQAAAA8YmhJsIuP985//RTOz0AAEBsycqSGjc259dea68LAAAAogtDTYTduHHmrGNHyeOxVgUAAMSY//zHnL35Jqs1AQAA4hVDTYRVUZG0f785nznTXhcAABB7srKkli3N+a9+Za0KAAAAoghDTYTV8OHm7MQT/ZsAAAAAOHn1VXO2c6f/m6gAAACILww1ETZer/TNN+Z86lR7XQAAQOzKzPR/M9TkyivtdQEAAEB0YKiJsPnd78xZq1b+y8kAAACC8dZb5mz/fqm42F4XAAAARB5DTYRFcbG0Zo05//hja1UAAIALeDzOqzWHDrXXBQAAAJHHUBNh0a+fOfvtb9nxHAAA1J7Tas2NG1mtCQAAEE8YaiLkioqkH34w5089Za8LAABwD4/H/81Rk0svtdcFAAAAkcVQEyF3003m7LTTWKUJAADqzumbo999x07oAAAA8YKhJkKquFjassWcv/yyvS4AAMB9PB7p6qvN+aBB9roAAAAgchhqIqR69zZnl1/OKk0AAFB/f/2rOSsrkwoLrVUBAABAhDDURMjk50vl5eZ82jR7XQAAgHt5PFJWljn/f//PXhcAAABEBkNNhMydd5qzfv1YpQkAAEJn/nwpISFwVlrKak0AAAC3Y6iJkCgqkg4dMudLltjrAgAA4sP995uznBx7PQAAAGAfQ02ExIAB5qygwF4PAAAQP/7nf5zzkSOt1AAAAEAEMNREvZ10kjlLSpKys61VAQAAcaSme2tOnWqvCwAAAOxiqIl6KS6WNmww5//7v/a6AACA+DN/vnPev7+dHgAAALCLoSbq5ZZbzFliopSXZ68LAACIT8OGmbOFC/3fhAUAAIC7MNREnXm9zl8kzJtnrwsAAIhf//mPc3733XZ6AAAAwB6GmqizIUPMWdOmzve4AgAACCWnjQkXL7bXAwAAAHYw1ESdeL3SBx+Y8xdesNcFAAAgO9u/QaHJscdaqwIAAAALGGqiTu66y5ylpbFKEwAA2PfUU+bs+++loiJ7XQAAABBeDDVRJ//6lzn729/s9QAAAKiSnS0lJ5vzm26yVgUAAABhxlATtXbuuebTJiXF/wUFAABAJLz3njnbssV/Cx0AAADEPoaaqJUvvmiu9983nzZz5lgsAwAA8DOZmVKLFub85JOtVQEAAEAYRXSoWVJSonvuuUddu3ZVWlqa2rdvr9zcXHnr8C303bt3a+TIkTrhhBOUmpqqE044QSNGjNDu3buNz6msrNSUKVN06qmnqmHDhmrTpo2GDBmizz77rB6fyt2eey5DUkLArH177qUJAAAiz+k2OQcOSIWF1qoAAAAgTCI21CwpKVG/fv00YcIE7du3T5dddpnS09NVUFCg008/XRs2bAj6tXbu3KlevXpp6tSpSkpK0sCBA9W0aVNNmzZNmZmZ2rlzZ7Xn+Hw+DRs2TH/605/k9XrVv39//fKXv9ScOXPUs2dPffjhh6H8uK6xenUbY8Z/MgAAEA2ysqSWLc35hAn2ugAAACA8IjbUfOCBB7R06VKdddZZ+uKLLzRjxgx9+OGHmjx5sr7//nvl5uYG/Vp/+tOf9OWXX2rQoEFat26dZsyYoTVr1ujWW2/V+vXrlZeXV+05BQUFmj17trp06aK1a9dq9uzZevPNNzVr1iwdPHhQV199tcrLy0P5kWPe73+fINMpc8IJksdjtw8AAIDJ6tXm7OuvubcmAABArIvIULOsrEyPPvqoJOnxxx9XkyZNDmd5eXnq3r273n77ba1YsaLG1/ruu+/0/PPPKzk5WU888YSSkpIOZw899JDatGmj559/Xtu2bTvqeZMnT5YkPfjgg2rbtu3hx6+44gpdeuml2rBhg+bNm1evz+kmXq80Z04DmS49f+wxu30AAACceDxSx47mfMQIa1UAAAAQBhEZar777rvavXu3OnfurNNOO61aPnjwYEnS/Pnza3ytV155RZWVlTrnnHOOGk5KUmpqqgYMGKCKigq98sorhx//+uuv9dlnn6lhw4bq379/vd4/XvTuLZkGmk2acC9NAAAQfe65x5zNnWuvBwAAAEIvIkPNVatWSZJOP/30gHnV41XHhfq1qv7/KaecouTk5Hq9fzwoKpI2bzbn//63vS4AAADBys6WGjQw5067pAMAAESj4mIpP9//v/EuqeZDQm/Tpk2SJI/hJoxVj1cdF+rXCtX7l5aWqrS09PDP9+7dK8l/eX1ZWVmN3WPFQw8lSgr8FUGjRpW6+OIKuejjIg5U/f500+9TxC/OZ7hFuM7lJ5+UbrwxSYGuONmzx6enny7XddeF9C0B/myGa3Auw03ccD5feWWi5s5NlP/fNT5de22lnnmmMtK1Qi7YX6OIDDX37dsnSWrUqFHAvHHjxkcdF+rXCtX7T5o0Sffee2+1xxctWmR87Vi0ZUtfSa0CJD7l5q7UwoXcaR+xafHixZGuAIQM5zPcItTncps2UkpKfx06FOifvQm67Taf2rR5JUAG1B9/NsMtOJfhJrF6Pj/33MmaO/dk/fSN2gT961+JOvXUd9S1655IVgu5AwcOBHVcRIaaPp9PkpSQEPgejVV5uF6rpucE68477zxqZ/W9e/cqPT1dF110kZo1a1av144m338v3XijT0evcPCpdWuf8vO7S+oeoWZA3ZSVlWnx4sW68MILA96CAoglnM9wi3Cey2+84VOfPj//t4zfwYPJ8vkuUYDbrAN1xp/NcAvOZbhJLJ/PXq80e3agK08StHfv2brkEnet1qy6EromERlqNm3aVJK0f//+gHnVRPbIXdFD+Vo1Pafq8ZrePzU1VampqdUeT05OjrnfIE5uuEH661+lDRuqvhjwqU2bBG3fnqAI3ZYVCAm3/V5FfON8hluE41zu3Vvq1k36/PNAaYLuvDNZAweG9C0BSfzZDPfgXIabxOL53LevOTv++AZKTna4iXgMCvbXJyITqQ4dOkiSvN7Aly1XPV51XKhfK5TvHy/Wr5eeeqpcvXpt0VNPlWv79kg3AgAACN4//2nO1q71r4AAAACINkVF0pYt5jwry16XaBORlZo9evSQJH300UcB86rHu3ev+bLmurxW1XPWrFmjsrKyahPg2rx/PLnuOqlNm2Jdcsklka4CAABQK5mZ0i9+IX32WeC8e3fp//7PbicAAICaZGebs/R0ybAHdlyIyErNPn36qHnz5tqwYYNWrlxZLZ89e7YkKSuIcfNvf/tbJSYm6p133tH2ny0fLC0t1fz585WYmKjf/e53hx/v1KmTunXrpoMHD2rBggX1en8AAADEhldfNWe7dkmFhdaqAAAA1Ki4WNq505xPmGCvSzSKyFAzJSVFw4cPlyQNHz78qHtb5ufna/Xq1erbt68yMzMPP/7YY48pIyNDd95551Gv1a5dO/3+97/XoUOH9Mc//lHl5eWHs9GjR+v777/XVVddpeOOO+6o51Vt8DN69OijhqFz587Vyy+/rE6dOmkgN1cCAABwDY9Huvxyc37zzfa6AAAA1OTGG81ZaqrzKs54EJHLzyVpzJgxWrJkiZYuXaouXbro7LPP1jfffKMPP/xQrVq1UkFBwVHH79ixQ+vWrdPWrVurvdaUKVP0wQcfaM6cOcrIyFDPnj316aefas2aNercubMeeeSRas/Jzc3VwoUL9eKLLyojI0P9+vXTjh079NZbbyktLU3PPfdczN04FgAAAM6mTZNefDFwVlLiv28VF+sAAIBI83qlVavM+Y8XGce1iG1dnZaWpjfeeENjx45Vo0aN9NJLL2njxo267rrrtHLlSp100klBv1br1q1VXFysW2+9VYcOHdKLL76oPXv2aPjw4Vq2bJlat25d7TmJiYmaNWuWJk+erPbt26uoqEiffPKJLr/8ci1fvly9e/cO5ccFAABAFPB4pB9vrx7QTTfZ6wIAAGBywgnmLC2Nb8JKEVypKUkNGzbUhAkTNCGImwCMHz9e48ePN+YtW7bUtGnTNG3atKDfv0GDBsrLyzt8KToAAADc76mnpF69AmdbtvjvX3XEXZAAAACsGjlSqqw053/7m7UqUS1iKzUBAACASMjMlH71K3P+s1u4AwAAWPXMM+asTRvupVmFoSYAAADizvz55uy11/z3sQIAALDN65X27QucJSZKR+x1HfcYagIAACDueDzSXXeZ8y5d7HUBAACocscd5mzePHs9YgFDTQAAAMSliRP9Kx4CKSmRCgut1gEAAHHO65Wefz5wdtxxbA70cww1AQAAELfOOcec3XqrvR4AAABdu5qze+6x1yNWMNQEAABA3PrXv8zZvn1SUZG9LgAAIH7l50sHD5pzVmlWx1ATAAAAccvjka6+2pwPGmSvCwAAiF+3327OcnL8/2bB0RhqAgAAIK799a/mrKzMv3ICAAAgXAoLpfLywFlSkjR9utU6MYOhJgAAAOKax+N8/8zRo+11AQAA8eeGG8zZiy/a6xFrGGoCAAAg7k2bZs4qKri3JgAACI/8fP+/NQJp2JB7aTphqAkAAABIys01ZwMG2OsBAADix6hR5uyJJ+z1iEUMNQEAAABJzzzjnDPYBAAAodSvn3OenW2lRsxiqAkAAAD8aMQIc1ZUJHm99roAAAD3Ki6WXn/dnPPN1Jox1AQAAAB+NGWKc/6vf1mpAQAAXG7yZOf85Zft9IhlDDUBAACAIzjdW3P8eGs1AACAi82YYc7GjrXXI5Yx1AQAAACO4HRvzUOHnIeeAAAANXG6tDwhQZowwV6XWMZQEwAAAPiZggLnjHtrAgCAuvB6/ffpNnn4YXtdYh1DTQAAAOBnsrOlRId/KV9wgbUqAADARa691pwlJUl5efa6xDqGmgAAAEAAd99tztat8+9aCgAAECyvV3rzTXO+dKm1Kq7AUBMAAAAIoKb7Wf3ud3Z6AAAAdxgyxJy1aSNlZtrr4gYMNQEAAAADp91Hd+50vicWAABAFa9X+uADcz59ur0ubsFQEwAAADCYMMF/fyuTYcPsdQEAALHL6V6arVtLWVn2urgFQ00AAADAwddfm7MDB6TCQmtVAABADKrpXporV1qr4ioMNQEAAAAHHo/Ur585HzHCXhcAABB7zjjDnPXo4f+3BmqPoSYAAABQg0mTzNneveyEDgAAAisqkrZvN+dPPWWvi9sw1AQAAABqkJkpNWtmzseMsdcFAADEjlGjzFnr1ux4Xh8MNQEAAIAgTJ1qzl57zV4PAAAQG7xe6YsvzHlBgb0ubsRQEwAAAAhCdraUkhI4q6iQWra0WgcAAES5Cy4wZ+3aseN5fTHUBAAAAII0Z445271bys+3VgUAAESx4mJp3TpzvmyZvS5uxVATAAAACFJWln9lhck999jrAgAAotctt5izVq3Y8TwUGGoCAAAAtTBvnjnbt4+d0AEAiHder/O/B+66y14XN2OoCQAAANRCZqb0y1+a83PPtdcFAABEny5dzFlyspSXZ6+LmzHUBAAAAGrpv/81ZwcPSoWF1qoAAIAoUlgolZSY8/fes1bF9RhqAgAAALXk8Ug9epjzP//ZXhcAABA9rr/enKWm+q/4QGgw1AQAAADq4KmnzNnOndxbEwCAeFNYKFVWmvMHHrBWJS4w1AQAAADqIDNT6tzZnGdl2esCAAAiLyfHOedemqHFUBMAAACoo3//25xt3y4VFdnrAgAAImfcOOd8/nw7PeIJQ00AAACgjjIzpd/8xpzfeae9LgAAIHKcLi0/7jiu4AgHhpoAAABAPbz2mtSwYeBszRrJ67XbBwAA2FVYKFVUmPOtW61ViSsMNQEAAIB6GjPGnJ14or0eAADAvv/3/8wZmwOFD0NNAAAAoJ7+53/MWVlZzffZAgAAsamwUCotNefXXmutStxhqAkAAADUk8fjvOMpqzQAAHCnG24wZ3fd5f83AsKDoSYAAAAQAtOnm7OKCnZCBwDAbfLzzffSbN5cmjjRbp94w1ATAAAACJGxY83ZTTfZ6wEAAMJv9GhzNmWKtRpxi6EmAAAAECITJkhJSYGzLVucNxQCAACx49Zbzas0ExKk7GyrdeISQ00AAAAghJYuNWcTJ0per70uAAAg9Lxe6bHHzDnfxLSDoSYAAAAQQpmZUps25pxNgwAAiG2XXmrOkpL8V24g/BhqAgAAACH24IPm7G9/s9cDAACEVnGxtHKlOXe6YgOhxVATAAAACLHsbKlBA3M+YIC1KgAAIISGDzdnDRv6r9iAHQw1AQAAgDBwWq1ZVMS9NQEAiEXLlpmzP//ZXg8w1AQAAADCIi/POT/zTDs9AABAaIwb55xzL027GGoCAAAAYZKba862bPHflwsAAMQGp83+5s+31wN+DDUBAACAMHnmGee8Xz87PQAAQP306ydVVATOUlOlrCy7fcBQEwAAAAgrp3tv/fCDVFhorQoAAKiD4mLp9dfN+ZNP2uuCnzDUBAAAAMIoM1M66SRzfscd9roAAIDaGzrUnDVpImVnW6uCIzDUBAAAAMLshRfM2bZt7IQOAEC0Ki6WNm40504rOBFeDDUBAACAMMvMlI47zpxzb00AAKJTnz7m7JRT/H/HIzIYagIAAAAWvPyyOfviC6moyF4XAABQs/x8qazMnL/yir0uqI6hJgAAAGBBZqY0eLA5v+EGe10AAEDNpk41Zz16SB6PvS6ojqEmAAAAYMmsWVLLloGzbdv89+0CAACR5/VKmzaZ86eestcFgTHUBAAAACzq0cOc3XKLvR4AAMDsV78yZyeeyL00owFDTQAAAMCiUaPMWXExO6EDABBpRUXSzp3m3OmydNjDUBMAAACwKCtLOuYYc96hg70uAACguptuMmfHH+//uxyRx1ATAAAAsOy//zVnPp90/fX2ugAAgJ8UF0tbtgTOEhK4oiKaMNQEAAAALMvMlPr0MefTp9vrAgAAfjJkiDmbONFeD9SMoSYAAAAQAe++65wPG2anBwAA8Csulr75xpxfe629LqgZQ00AAAAgQkaMMGczZ3KJGwAANp17rjnLyZE8HntdUDOGmgAAAECETJninDsNPQEAQOj06SMdPBg4a9iQW8NEI4aaAAAAQATNn2/O5s611wMAgHhVXCwtXWrOZ8601wXBY6gJAAAARFBWltSggTnv0cNeFwAA4tHkyeasYUP/39WIPgw1AQAAgAh78EFztnq1fwUJAAAIj5dfNmdPPGGvB2onYkPNpUuX6pJLLtExxxyjJk2aqFevXvrnP/9Z69dZsWKFxo8fr7PPPlvt27dXamqq0tPTdc0112j16tUBn7Nx40YlJCQYfxx33HH1/XgAAABA0PLypKQkc37OOfa6AAAQTx5+2HwvTUnKzrZWBbXk8E+n8HnxxRc1ZMgQVVZW6pxzzlHr1q312muvKTs7W6tWrVJ+fn5Qr1NeXq6ePXtKklq3bq1evXqpUaNGWrlypZ5//nnNnDlTL7zwggYPHhzw+W3bttVvf/vbao83b9687h8OAAAAqIOlS6VevQJnJSVSfr5/+AkAAELD65X+8hdznptrrwtqz/pQc9euXcrJyVFFRYXmzJmjQYMGSZK2bdumvn376pFHHtGAAQN0/vnnB/V6Z555psaOHavf/e53Skz0LzytrKzUuHHjNHHiROXm5uq8885T69atqz03IyNDhYWFIftsAAAAQF1lZkrHHitt3x44v/12hpoAAITSjTc65888Y6cH6sb65edPP/209uzZo8suu+zwQFPyr5p88MebCQW7UjMpKUkffPCB+vfvf3igKUmJiYm67777lJGRoR9++EELFiwI7YcAAAAAwuB//9eclZdLRUX2ugAA4GZer/Tf/5pzp82DEB2sDzWLfvyXWKBLwvv376+0tDQtWbJEJSUl9XqfhIQEnXrqqZKkLVu21Ou1AAAAABuys513Qh8xwloVAABc7dJLzVlaGldHxALrQ82qzXtOP/30allKSopOOeUUlZSUaN26dfV+r6+++kqSjBv/bNu2Tffcc4/+8Ic/6C9/+Ytmz56tQ4cO1ft9AQAAgLp6+mlz9tVX/pUlAACg7rxeaeVKc/7ll/a6oO6s3lNz79692r17tyTJ4/EEPMbj8Wj58uXatGmTevToUef3evfdd7VixQqlpKQE3AxIktauXasJEyYc9ViHDh00c+ZMnXnmmTW+R2lpqUpLSw//fO/evZKksrIylZWV1bl7tKr6TG78bIgvnMtwE85nuAXn8k+uvlrKyWkg0/qDLl0qtXdvhd1SqBXOZ7gF5zLc5Mjz+ZZbEiUFvjSic+cKtW1bKU77yAn2zxyrQ819+/Yd/v+NGjUKeEzjxo2rHVtbe/fuVe6PW1T96U9/Urt27Y7KU1NTdfPNN2vYsGHq1q2b0tLS9Nlnn+m+++7TwoUL9dvf/lYrV65Ux44dHd9n0qRJuvfee6s9vmjRIuPnc4PFixdHugIQEpzLcBPOZ7gF57LfkCFdNWtWhqSEallJSYLy8lbrggtYshntOJ/hFpzLcJN///sdvfzyRYbUp5tuekcLF+6x2glHO3DgQFDHJfh8Pl9tXnjw4MFas2ZNrco8++yz6tWrl7799tvDKzTLysqUlFR9pnr11VfrhRde0AsvvKDf//73tXofSaqoqNBll12mBQsWqFevXnrnnXeUkpIS9POr3v/GG2/UP/7xD8djA63UTE9P144dO9SsWbNad492ZWVlWrx4sS688EIlJydHug5QZ5zLcBPOZ7gF53J1DRs2UEVF4NWajRpVavduVmtGK85nuAXnMtyk6nyePPkSvfNO4PP5V7+q1LJl/P0aaXv37lXr1q21Z88ex/larVdqbty4sdb3u6yasDZt2vSoxwIVqzq2SZMmta0mSfrDH/6gBQsW6OSTT9aCBQtqNdCUpLvuuksvvPCCXn311RqPTU1NVWpqarXHk5OTXf0Hvts/H+IH5zLchPMZbsG5/JONG6X09MDZgQOJevXVRGVlWa2EWuJ8hltwLsMtduxI0zvvmEdh8+cnKjnZ+vYz+Jlg/7yp9a/U8uXL5fP5avXjvPPOkyQ1a9ZMzZs3lyR5DXc4r3q8Q4cOta2mv/zlL5o+fbrS09O1ePFitW7dutav0aVLF0nS1q1ba/1cAAAAIFQ8HqlvX3PutGsrAACobvjw8xTo1i6SdN55/r97ETusj5+rNv/56KOPqmVlZWVas2aNUlNTdfLJJ9fqdSdNmqSHH35Yxx57rBYvXqx007e1a7Br1y5JdV8pCgAAAIRKfr458/mkAQPsdQEAIJb9859SSYn5at5//ctiGYSE9aFm//79JUmzZ8+ulhUVFamkpET9+vVTWlpa0K/5j3/8Q3fddZdatGihV199tdYD0SPNmTNHknTGGWfU+TUAAACAUMjMlH75S3NeVCQZLoACAABHuPXWBjKt0hw6lFWascj6UPOGG25Qs2bNNG/ePM2dO/fw49u3b9fo0aMlSXl5edWel5GRoYyMDH377bdHPT579mzdfPPNatKkiRYuXKhf/epXNXZ49tlnA17+PnfuXN1xxx2SpD/+8Y+1+VgAAABAWPz3v875Y4/Z6QEAQKzq108qKQk80ExOlmbMsFwIIVHrjYLq65hjjtH06dM1dOhQDR48WOeee65at26tJUuWaPfu3brtttvUr1+/as+r2pyorKzs8GPbt2/X1VdfrcrKSnXq1El///vf9fe//73acwcOHKiBAwce/vn06dOVk5OjjIwMdezYUWlpafrss8+0du1aSf57c15++eUh/uQAAABA7Xk8UlaWf1VmIP/7v9Jf/2q3EwAAsaK4WHr9dcm0SvO996zWQQhZH2pK0hVXXKG3335b999/vz744AMdOnRI3bp10y233KKcnJygX+fAgQM6dOiQJOmTTz7RJ598EvC4jh07HjXUvPHGG9WmTRt9/PHHevfdd3Xw4EG1adNGgwYN0s0336wLLrigXp8PAAAACKX586WEwF+LSZKaNJH27bPXBwCAWBFg7dthrVr5b/WC2BSRoaYk9enTR6+88krQx/t8vmqPdezYMeDjNbn66qt19dVX1/p5AAAAQKSMGCFNnRo427/fv6lQgLs4AQAQ1woLzdnDD1urgTCwfk9NAAAAALU3ZYpzfuedVmoAABAzhg2TKioCZ2lpUna21ToIMYaaAAAAQIyYP9+cHTpkvu8mAADxxuuVZs4057Nm2euC8GCoCQAAAMSIrCzpmGPM+dCh9roAABDNBgwwZy1a+P9ORWxjqAkAAADEkP/+15wdPMhqTQAAiouljz82pT4tWmSxDMKGoSYAAAAQQzIzpWOPNecjRtjrAgBANDr/fFPi03nnVbLjuUsw1AQAAABijNNqzK++8t9HDACAeFRYKO3fHzhLSSnXokWVVvsgfBhqAgAAADEmM1Pq2dOc/+IX9roAABBN/vhHU+LTH/6w2mYVhBlDTQAAACAGFRdLCQmBsx9+8K9UAQAgnhQV+e8vHUhSkk8XXMClDG7CUBMAAACIUQ8/bM5ycuz1AAAgGgwaZM5GjOCyc7dhqAkAAADEqLw855yNEAAA8aKwUCorM+e33OKz1gV2MNQEAAAAYtjYseZs+XI2DQIAxAenKxT69ZM8HntdYAdDTQAAACCGTZggJTr8q/600+x1AQAgEmoaWC5ZYqcH7GKoCQAAAMS4b74xZzt2+DdOAADAjYqKpG+/NedOVzQgtjHUBAAAAGKcxyM1bmzO773XXhcAAGy64QbnfMIEOz1gH0NNAAAAwAWcNg1avtxeDwAAbPF6pW3bzPnkyfa6wD6GmgAAAIAL1LQSpUcPOz0AALDljDPMWWKi8zf8EPsYagIAAAAuMX++OVu9WiouttcFAIBwKiqStm835/Pm2euCyGCoCQAAALhEVpbUurU5/8c/7HUBACCcJk40Zy1b+v9OhLsx1AQAAABcZOVKc/bMM/Z6AAAQLl6v9MEH5vzVV+11QeQw1AQAAABcxOORLr88cObzSampdvsAABBqp5xizs49V8rMtNcFkcNQEwAAAHCZadPM2aFD0rhx9roAABBKhYXSnj3m/LnnrFVBhDHUBAAAAFzG43He7fy+++x1AQAglG66yZzl5Pj/DkR8YKgJAAAAuNBTTznnw4bZ6QEAQKgUFvqvOAgkJUWaPt1qHUQYQ00AAADAhTIzpTPOMOczZ/o3WgAAIFb8v/9nzubMsdcD0YGhJgAAAOBSy5c75yeeaKcHAAD1lZsrlZYGztq3l7Ky7PZB5DHUBAAAAFxs7FhzVlYm5efb6wIAQF14vVJBgTn/8EN7XRA9GGoCAAAALjZhgnM+apSdHgAA1NW115qz9HQ2B4pXDDUBAAAAl3Na3SKxWhMAEL28XunNN815Td+8g3sx1AQAAABcLjtbatDAnI8ZY60KAAC10q+fOWvY0P93HOITQ00AAAAgDjz9tDk7eFAqLrbXBQCAYHi90hdfmPO33rLXBdGHoSYAAAAQB7KzpeRkc37OOdaqAAAQlPR0c9ahg5SZaa8Log9DTQAAACBOzJ1rzkpKpNxce10AAHDSrZtz/s03dnogejHUBAAAAOJEVpZ0wgnmvKDAf6kfAACR5PVKa9ea87Fj7XVB9GKoCQAAAMSRjRulRIevArp3t1YFAICATjvNOWfHc0gMNQEAAIC4M2+eOdu1i02DAACRU1Qk7dhhzpcts9cF0Y2hJgAAABBnsrKkpCRz3q+fvS4AABwpJ8ectWzJ5kD4CUNNAAAAIA69+KI5++EH/0oZAABsqmmV5rPP2uuC6MdQEwAAAIhDWVlSWpo5HzLEXhcAACRp8GBz1rix/+8uoApDTQAAACBOzZplzkpKWK0JALCnqEgqLTXnbA6En2OoCQAAAMSpmlZrDhxorQoAIM4NGGDOEhOlvDx7XRAbGGoCAAAAccxptWZFhdSnj70uAID41KOHc/7BB3Z6ILYw1AQAAADiWFaWdMwx5nzpUqm42F4fAEB8KS6WVq825xkZ7HiOwBhqAgAAAHFu507nvH9/Oz0AAPFn6FDn/PPP7fRA7GGoCQAAAECTJ5uz779ntSYAIPSKi6WNG825099NAENNAAAAAMrLk1JSzPl119nrAgCID5deas5SUtgcCM4YagIAAACQJG3YYM4+/5zVmgCA0Ckqkr77zpy/+669LohNDDUBAAAASJI8HqlfP3M+aJC9LgAAd7viCnPWti2bA6FmDDUBAAAAHDZpkjnzelmtCQCov/x86dAhc/7Xv9rrgtjFUBMAAADAYZmZUqNG5vzCC+11AQC406hR5qx1ayk721oVxDCGmgAAAACOct995mzPHum22+x1AQC4S7t2zvnKlXZ6IPYx1AQAAABwlLw859Wajz7qvxQdAIDaqGlzoJwc//2dgWAw1AQAAABQzf79UqLDVws9e9rrAgBwh5wcc5acLE2fbq8LYh9DTQAAAAABzZtnzrZt86+4AQAgGMXF0o4d5vy99+x1gTsw1AQAAAAQUFaW1KKFOefemgCAYJ11ljlr3dq/UR1QGww1AQAAABgtWmTOvv6ae2sCAGo2bpxUUWHOCwrsdYF7MNQEAAAAYJSZKR1/vDk/8UR7XQAAsSk/35y1a+e/MgCoLYaaAAAAABy9+KI5Kytj0yAAgNnQof7N50yWLbPXBe7CUBMAAACAo8xM58HlihX+DSAAADhScbE0a5Y5z8mRPB57feAuDDUBAAAA1Ki4WEpIMOd/+IO9LgCA2PDkk+YsLU2aPt1eF7gPQ00AAAAAQXH64vPjj63VAADECKe/N/72N3s94E4MNQEAAAAEJTtbSkoy504rOQEA8aVlS3OWkuL/OwWoD4aaAAAAAILmtGmQJF1/vZ0eAIDoVVgo7d5tzv/+d1tN4GYMNQEAAAAELStLat7cnBcWWqsCAIhSOTnmLC2NVZoIDYaaAAAAAGplzRpzVlnp/MUsAMDdRo50zt9+20oNxAGGmgAAAABqxeORHnzQnBcWSl6vtToAgCgydao5691bysy01wXuxlATAAAAQK395S/+jR5MTjzRXhcAQHSoaWD53nt2eiA+MNQEAAAAUCfXXGPOysqk/Hx7XQAAkeX1SsuXm/OCAntdEB8YagIAAACok2eecc5HjbLTAwAQeWeeac5SU9kcCKHHUBMAAABAnS1b5px362anBwAgcrp3l7ZsMefr19vrgvjBUBMAAABAnWVmSs2bm/O1a6WiInt9AAB2FRVJn3xizocO9W8wB4RaxIaaS5cu1SWXXKJjjjlGTZo0Ua9evfTPf/6z1q9TWFiohIQE448rr7zS+NzPP/9cQ4YMUZs2bdSwYUOdeuqpeuSRR1RZWVmfjwYAAADElTVrnPPf/95ODwCAfTk55qxBA2nGDHtdEF+SIvGmL774ooYMGaLKykqdc845at26tV577TVlZ2dr1apVyq/DHcV79OihX/3qV9UeP9NwU4cPPvhA/fr104EDB9SrVy917NhRb7/9tvLy8vTee+9p1qxZSkhIqHUPAAAAIN54PNKtt0qPPho437dPKizkfmoA4DbFxdKOHeb86aftdUH8sT7U3LVrl3JyclRRUaE5c+Zo0KBBkqRt27apb9++euSRRzRgwACdf/75tXrdgQMHavz48UEdW15ermuuuUYHDhxQfn6+/vSnP0mS9u3bp4suukhz5sxRYWGhcpy+3QAAAADgsGnTpOeek3btCpzfeCNDTQBwm4svNmdNm/LnPsLL+uXnTz/9tPbs2aPLLrvs8EBTktq2basHH3xQkuq0UrM2XnzxRW3YsEE9evQ4PNCUpCZNmujxxx+30gEAAABwm2efNWfl5f7VnAAAdxgzxvyNLEn67DN7XRCfrA81i368S/jgwYOrZf3791daWpqWLFmikpKSiHQ47bTTdOKJJ2rNmjXauHFj2DoAAAAAbpOVJTVrZs4fe0zyeu31AQCEh9crTZxozk85hc2BEH7Wh5qrV6+WJJ1++unVspSUFJ1yyikqKSnRunXravW6K1as0F/+8hfddNNNuueee/TWW28Zj121apWxw5GPVx0HAAAAIDiffuqcn3uunR4AgPDp08c5f+UVOz0Q36zeU3Pv3r3avXu3JMljGNl7PB4tX75cmzZtUo8ePYJ+7aKiosMrMCVpwoQJOvfcczVjxgy1bdv2qGM3bdpUY4cjjzMpLS1VaWnp4Z/v3btXklRWVqaysrKgu8eKqs/kxs+G+MK5DDfhfIZbcC67R9u20iWXJGjhwgaSqm+8+dVXPi1dWq7MTPvdbOF8hltwLiOQ4mJp06YkBfozXvLp/PMr1LatT9F22nA+x45gf42sDjX37dt3+P83atQo4DGNGzeudqyTdu3aafz48brssst04okn6uDBg1q2bJlGjx6tt956S/3799eHH36oBg0aVOtR3w6TJk3SvffeW+3xRYsWGV/bDRYvXhzpCkBIcC7DTTif4Racy+7whz9ICxdmSWoQIE3Q4MEl+tvfXrddyzrOZ7gF5zKOdOWVF0tKDpD4lJDg04gRC7Rwoe1WweN8jn4HDhwI6rhaDzUHDx6sNWvW1Oo5zz77rHr16iWfz1fjscEcc6SLL75YFx+x3VazZs0O755+xhlnaMWKFZoxY4auuuqqas9NSAj0XYXgO9x5553Ky8s7/PO9e/cqPT1dF110kZo53UwoRpWVlWnx4sW68MILlZwc6A8wIDZwLsNNOJ/hFpzL7vPii5W6/PJEBVrJs3VrE7Vpc4lrV2tyPsMtOJfxcwsWSCUlplGST6WlFZIusVkpaJzPsaPqSuia1HqouXHjxlrf77Jqwtq0adOjHgs0+Ks6tkmTJrWtdpQmTZrotttu0/Dhw/Xqq68eNdRs0qSJdu3apf379zv2ralDamqqUlNTqz2enJzs6t8gbv98iB+cy3ATzme4BeeyewwcKLVpI33/faA0QX36JKuW6xliDucz3IJzGVWGDDFnJ56YqORk61u31Brnc/QL9ten1mfb8uXL5fP5avXjvPPOk+RfRdm8eXNJktew7WHV4x06dKhttWq6dOkiSdq6detRj1e9to0OAAAAQLxasMA5HznSSg0AQAh06SKVl5vzsWPtdQGkCOx+XrX5z0cffVQtKysr05o1a5SamqqTTz653u+1a9cuSdVXXDp1OPLx7t2717sDAAAAEK8yM6UTTzTnU6fa6wIAqLuiImn9enPepo2UnW2tDiApAkPN/v37S5Jmz55dLSsqKlJJSYn69euntLS0er/XnDlzJElnnHFG0B1Wrlypr776Sr/4xS/UqVOnencAAAAA4tlbbznnP17IBQCIYiNGmLO0NGn7dntdgCrWh5o33HCDmjVrpnnz5mnu3LmHH9++fbtGjx4tSUdtvlMlIyNDGRkZ+vbbb496fNq0adV2KS8rK9O9996rWbNmqWHDhsr+2bcLLr/8cnXq1EmrVq3SI488cvjx/fv365ZbbjF2AAAAAFA7Ho+Uk2PO9+6VCgut1QEA1JLXK331lTn/8kt7XYAjWR9qHnPMMZo+fboSExM1ePBgnX/++RoyZIhOPvlkrV+/Xrfddpv69etX7Xnr1q3TunXrVFZWdtTjI0aM0LHHHquePXvqiiuuUP/+/dWxY0eNHz9eaWlpeu6553T88ccf9Zzk5GQ999xzatiwofLy8vTrX/9aw4YNU5cuXfT+++9r4MCBynH6lxcAAACAoE2f7l/JY5Kba68LAKB2ftyuJKDzzvN/8wqIhIhsS3XFFVfo7bff1sUXX6yPP/5YCxcuVOfOnTV9+nRNreWNdcaNG6e+fftq+/bteuWVV/T666+rUaNGuummm/Txxx9r0KBBAZ/Xu3dvFRcX64orrtD69es1b948tWzZUg8//LBmz56txMTo37ELAAAAiBVOK3l8PmncOHtdAADBycmRSkrM+b/+Za8L8HNJkXrjPn366JVXXgn6eJ/PF/Dxe++9t84dfvnLXwa8ryYAAACA0Kq6DL2gIHB+333ShAl2OwEAzLxe59uD9O7NKk1EFssRAQAAAFgxfbrkdEFUo0b2ugAAnKWnO+fvvWenB2DCUBMAAACANc88Y84OHpTy8+11AQAEdsEFzrlp1T1gE0NNAAAAANZkZ0tNmpjzUaOsVQEABOD1Sq+9Zs4bNfL/WQ5EGkNNAAAAAFZ9/rlzftJJdnoAAKr71a+c83XrrNQAasRQEwAAAIBVHo/Uo4c537DBv1IIAGBXUZG0c6c5v/VWNgdC9GCoCQAAAMC6jz92zvv0sVIDAHCEa64xZykp0rRp9roANWGoCQAAACAi5s83Z5s2+VcMAQDsKCqS9uwx53//u70uQDAYagIAAACIiKwsqUMHcz54sL0uABDvhg0zZ02asDkQog9DTQAAAAAR89575qy0VOrb114XAIhXRUXSgQPm/PXX7XUBgsVQEwAAAEDEeDz+jSdM3ntPKi621wcA4tGAAease3cpM9NeFyBYDDUBAAAARNS0adKxx5rziy+21wUA4k23buYsMVFatcpeF6A2GGoCAAAAiLgVK8zZrl3SbbfZ6wIA8cLrldauNecffGCvC1BbDDUBAAAARJzHI+XkmPNHH/V/8Q0ACJ30dHPWsiWXnSO6MdQEAAAAEBWmT3fOTzzRTg8AiAepqc756tV2egB1xVATAAAAQNRw2qyirEwqLLRWBQBca8AA6dAhc96tm38FPRDNGGoCAAAAiBovv+yc5+ba6QEAbuX1SkVFzsd89pmdLkB9MNQEAAAAEFV8PufshBPsdQEAt7n2Wud882Y7PYD6YqgJAAAAIOpMnmzONm2qeZURAKA6r1d6801zPmQIl50jdjDUBAAAABB18vKkBg3MudO9NwEAgZ10kjlLSpJmzrTXBagvhpoAAAAAotJLLznnF1xgpQYAuMLQoVJpqTlfutReFyAUGGoCAAAAiEpZWdLxx5vz117zX0oJAHDm9UqzZpnzjh2lzExrdYCQYKgJAAAAIGrVNLQcMsRODwCIZQ884Jxz2TliEUNNAAAAAFFt/nxz9sEHrNYEACfPPCP97W/m/De/YZUmYhNDTQAAAABRLStLatbMnHfqZK8LAMQSr1e64QZz3rq1/1YeQCxiqAkAAAAg6i1ZYs7Ky6W0NHtdACBWXHutc75ypZ0eQDgw1AQAAAAQ9TIzpe7dzXlpqTRunL0+ABDtHnpIevNNcz5kiOTxWKsDhBxDTQAAAAAxYdUqKSnJnN93n70uABDNvF5p9GhznprK5kCIfQw1AQAAAMSMsjLnPDnZTg8AiGY9ezrn69fb6QGEE0NNAAAAADFlxAhzVl4ujRxprQoARJ2iImnbNnOek8Nl53AHhpoAAAAAYsqUKc751KlWagBAVLrsMnOWmChNn26vCxBODDUBAAAAxJyCAue8ZUs7PQAgmnTrJlVWmvOHHrLXBQg3hpoAAAAAYk52tpSWZs5375by8221AYDIKyqS1q415w0aSHl59voA4cZQEwAAAEBM+vJL53zUKDs9ACAaXHONc15ebqcHYAtDTQAAAAAxyeOR7r7b+ZjcXDtdACCSPB5pzx5zvmyZvS6ALQw1AQAAAMSs+++XOnc25wUFktdrrw8A2FZYKH37rTk/7TQpM9NaHcAahpoAAAAAYtr69f4dfU3OPNNeFwCwraYV6S+/bKcHYBtDTQAAAAAxr6LCnG3ZUvNl6gAQizweyecz58OH+48B3IihJgAAAABXGDTInD3wAJehA3CXoiLny847d5YefdReH8A2hpoAAAAAXGHqVOf81FPt9AAAGwYONGdJSf5bcwBuxlATAAAAgCt4PNJDD5nz3bv9K5sAINbddpvzbTeeespeFyBSGGoCAAAAcI0//1nq2tWcX3aZvS4AEA5er/Nl5ampUna2tTpAxDDUBAAAAOAqr71mziorpQYN7HUBgFDr1Mk557JzxAuGmgAAAABcxeORhg4155WVUrt29voAQKgMHSqVl5tzdjtHPGGoCQAAAMB1ZszwX4Jp8t133F8TQGzxeqVZs8x5mzbsdo74wlATAAAAgCvVdAkm99cEEEsyMpzz7dvt9ACiBUNNAAAAAK7k8Ug5Oea8slI66SR7fQCgrtq1k/bvN+cFBfa6ANGCoSYAAAAA15o+XWrSxJxv2MBl6ACiW2Gh/5YZJo0asds54hNDTQAAAACu9sMPzvmgQXZ6AEBdOK04l6R16+z0AKINQ00AAAAArud0aWZZmdSnj70uABCshg2d87vvZrdzxC+GmgAAAABcLzvb+TL0pUulMWOs1QGAGhUWSiUl5rxbN+n++63VAaIOQ00AAAAAcaGmy9AnTpS8XjtdAKAmNV12/tlndnoA0YqhJgAAAIC4MX++c56ebqcHADhp1845HzHCTg8gmjHUBAAAABA3srKk445zPuakk+x0AYBAioqcdztPTJSmTLFWB4haDDUBAAAAxJWtW53zDRuk4mI7XQDg5wYMcM4rKuz0AKIdQ00AAAAAcaemy9AvuMBODwA4UkKCc755s50eQCxgqAkAAAAg7mRlSc2amfO9e6W777bXBwAaN3bOu3eXPB47XYBYwFATAAAAQFzas8c5f+ABdkMHYEdhoXTggPMxq1ZZqQLEDIaaAAAAAOLWsmXOOZsGAbAhJ8c59/ns9ABiCUNNAAAAAHErM1M6/3xzXloqpaXZ6wMg/jRo4JwXFNjpAcQahpoAAAAA4trrr0stWpjz0tKadyMGgLoYMECqrDTnjRpJ2dnW6gAxhaEmAAAAgLi3a5dzXlTE/TUBhJbX6/+zxcn+/Xa6ALGIoSYAAAAASNq82TlPT7fTA0B8qOnPlPnz7fQAYhVDTQAAAACQ5PHUvFlHt252ugBwt44dnfOTT5aysqxUAWIWQ00AAAAA+NH06VJqqjlfu5bL0AHUz5gx0jffmPO0NP+fNQCcMdQEAAAAgCP8//buPDqq+u7j+GeyTcKSsIQ9QQQJAQqoIfEBRZGltSxWMMjxSJWgeMQqSlJ96oJUqMsjEotabStKgD60KgoeKD4VUFFESFiUioCARgigEraErJNknj9uE4nJbElmbu7k/TpnzoH7+96Z7yQ/Anzmd3/30CH341yGDqCh8vKkJ55wX3PwYGB6AayOUBMAAAAALhAXJy1Z4r4mNDQwvQAILj17uh9PSzN+BgHwjFATAAAAAH7i9tulRYtcj1dVSWPGBK4fANb32GOS0+l6vE0bYwsMAN4h1AQAAACAeqSnS2Fhrsc3bWJ/TQDeW7DA/XhhYWD6AIIFoSYAAAAAuLB6tftx9tcE4A2bzf14dnZg+gCCCaEmAAAAALgwYYKUmOi+5uKLA9MLAGtq1879+LhxUnJyQFoBggqhJgAAAAC4sW+f1KmT6/HcXGn8+IC1A8BC+veXzp1zP/7PfwauHyCYmBZqbt26VePGjVOHDh3Upk0bpaSkaNmyZT4/T69evWSz2dw+evfuXeuc3Nxct/Vdu3ZtqrcJAAAAIAj88IP78fXrpZycwPQCwBrWrZP273df8+WXgekFCEZutr32n9WrV2vKlCmqqqrS1VdfrdjYWG3atEnTp0/X559/rszMTK+fKzU1Vfn5+fWObd68Wbm5uRoxYkS94126dNF1111X53hMTIzXrw8AAACgZcjOllJSXI+npLi/szGAluX6692Pr10bmD6AYBXwUPPMmTNKS0tTZWWl3nrrLU2ePFmS9P333+uqq67Sc889p4kTJ+raa6/16vmeffbZeo9XVVUp/j+7dv/617+utyYxMVFZWVm+vwkAAAAALU5ysjR0qLRjh+ua1q2ls2cD1hKAZspud/8hR48exp69ABou4JefL1myROfOndOvfvWrmkBTMlZNPvPMM5Lk00pNVzZt2qTjx4+re/fuGjVqVKOfDwAAAABycqTQUNfjxcXSzJkebnMMIKj17y+Vl7set9mkvLzA9QMEq4CHmuvWrZNkXDb+U+PHj1dkZKQ2btyo0tLSRr3O3/72N0nSLbfcopAQ7ocEAAAAoGlUVLgfX7YsVKtX9wlMMwCalUce8byPZlVVYHoBgl3A0749e/ZIki6//PI6YxEREfrZz36m0tJSHThwoMGvUVJSotWrV0uSpk2b5rLu+++/17x583TnnXfqgQce0KpVq1Tu7uMUAAAAAJCnvTNtWrZsICuxgBYmL0968kn3NUePBqYXoCUI6J6aBQUFOvufDWbi4uLqrYmLi9OOHTt05MgRDRkypEGvs2bNGhUWFmrw4MEaPHiwy7r9+/dr/vz5tY717NlTb7zxhq644gqPr1NWVqaysrKa3xcUFEiSHA6HHA5Hg3pvzqrfUzC+N7QszGUEE+YzggVzGVb0yivSzJlhkuq73NymUaNs+uor5jSsi5/NvomPD5XrtWNO/eUvlerSxSm+nOZgPluHt9+jgIaa58+fr/l1q1at6q1p3bp1nVpfrVixQpLrGwTZ7XbNmjVLU6dOVf/+/RUZGakvv/xSCxYs0Pr163Xddddp9+7d6tWrl9vXeeqpp/T444/XOf7ee++5fH/BYMOGDWa3ADQJ5jKCCfMZwYK5DCvp1Enq0GGsTp+OUn3BZm5uqJKSftCCBdsC3xzQhPjZ7NmkSeNU/wcckuTUqFG56tJlj9avD2RXqA/zufkrLi72qs7mdLq/cOKnUlNT9cUXX/jUzPLly5WSkqJjx47VrNB0OBwKC6ubqd5yyy1auXKlVq5cqZtvvtmn15GkkydPqnv37qqqqtLRo0fVvXt3n86vfv2ZM2fqr3/9q9va+lZqxsfHKz8/X9HR0T733tw5HA5t2LBBY8eOVXh4uNntAA3GXEYwYT4jWDCXYWWJiSH6+usQ1R9oOPW731Vq/nyf/tsFNAv8bPZO166hOn3aJlehps1WpbKyysA2hTqYz9ZRUFCg2NhYnTt3zm2+5vNKzdzcXJ/3u6xOWNu2bVvrWH2NVde2adPG19YkSX//+99VUVGhsWPH+hxoStLDDz+slStX6l//+pfHWrvdLrvdXud4eHh4UP8BCfb3h5aDuYxgwnxGsGAuw4oOH5aioqT673Vq09NPh+k3v5Fc7MAFNHv8bHYtK0s6fdp9zfbtIQoP5wbGzQXzufnz9vvj85+qHTt2yOl0+vQYOXKkJCk6OloxMTGSpDwXu2ZXH+/Zs6evrUn68a7n7m4Q5E7fvn0lSSdOnGjQ+QAAAABanjffdD8eHx+YPgAEVlqa+/Hhw6Xk5MD0ArQ0Af+ooPrmP7t27aoz5nA49MUXX8hut6tfv34+P/dXX32lnJwctWrVSpMnT25Qf2fOnJHU8JWiAAAAAFqeCROkpCT3Nd26BaYXAIHhafV1dLT0ySeB6QVoiQIeao4fP16StGrVqjpj69atU2lpqUaPHq3IyEifn7t6leakSZMaHEq+9dZbkqQkT/8iAQAAAIAL7NghjR4tSfXvn/ndd9KoUQFtCYCftG0rHTvmejwsTDp3LnD9AC1RwEPNO+64Q9HR0XrnnXf09ttv1xz/4Ycf9OCDD0qS0tPT65yXmJioxMREHXPzU+N///d/Jbm+63m15cuX13v5+9tvv63f/e53kqS7777b85sBAAAAgAts3Ci5CjUl6YMPpEcfDVg7APxg6FDp/Hn3NQ5HYHoBWrKAh5odOnTQa6+9ppCQEKWmpuraa6/VlClT1K9fPx06dEizZ8/WaOPjzVoOHDigAwcOyOHiJ8PWrVv19ddfq2vXrhozZozbHl577TVddNFFGjhwoMaPH68bb7xR/fv314033qjCwkI98MADmjRpUpO8XwAAAAAty//8T6XcBZtPPCG5uMUAgGYuJ0faudN9TXZ2YHoBWjpTbr9144036qOPPtIvfvELffbZZ1q/fr369Omj1157TYsXL27Qc1Zfen7zzTcrNDTUbe3MmTM1efJklZeXa8uWLVq7dq0KCgo0efJkbdiwQc8880yDegAAAACAOXMku90hd8HmFVcErh8ATSclxf34JZdwYyAgUMLMeuErr7xS7777rtf1TqfrfxBI0ksvvaSXXnrJq+e65ZZbdMstt3j92gAAAADgi9dff1epqRNVUWGrd/z4cemxx6T58wPcGIAGi4ryXHPwoP/7AGAwZaUmAAAAAAS74uJKt+MLFhirugA0f/37S6WlrsdDQiQPa7EANDFCTQAAAADwE08hx+HDUmZmYHoB0DD9+0v797uvqXT/GQYAPyDUBAAAAAA/cjold9v+Z2RIr74auH4AeO/eez0HmkePBqYXALURagIAAACAn91zj/vxO+7gjuhAc5OXJ734ovuae++V4uIC0w+A2gg1AQAAAMDP/vhHzzXx8X5vA4APPP2Z7NFDev75wPQCoC5CTQAAAAAIAG9uIhIZ6f8+AHjWtq37cbud1dWA2Qg1AQAAACBAPAWbZWXSgAGB6QVA/Vq3ls6fdz1us7m/EzqAwCDUBAAAAIAA8hRs7tsnDR4cmF4A1Na3r1Rc7L6mqiowvQBwj1ATAAAAAALMU7D5739z8xEg0Pr3lw4dcl/Dnc6B5oNQEwAAAABMkJ3tfvzYMSkrKyCtAC3e7NnS/v3uaxYu5MMGoDkh1AQAAAAAEyQnS6mp7mvS0gLTC9CS5eVJL7zgvmbUKOm3vw1MPwC8Q6gJAAAAACZ5801pwgT3NTZbYHoBWqr4ePfjERHSpk2B6QWA9wg1AQAAAMBEa9dKbdq4ryHYBPzD05+tsDCprCwwvQDwDaEmAAAAAJissNBzTQj/ewOalDcfFjgc/u8DQMPw1yIAAAAANAOe7ojudLJiE2gqnv4shYZ6/jMJwFyEmgAAAADQTHgTokRE+L8PIJiFhXmuqajwfx8AGodQEwAAAACakexs9+MOh3ehDIC62reXKivd17BCE7AGQk0AAAAAaEaSk6Urr3RfU1kpRUYGph8gWISESGfPuq/x9KECgOaDUBMAAAAAmpktW6SuXd3XlJVJ/fsHph/A6jp29LwCMynJ+FABgDUQagIAAABAM3TihDR6tPua/fsJYQBPZsyQTp92XxMeLu3YEZh+ADQNQk0AAAAAaKY2bpQGDXJfs2OHFBcXmH4Aq5k9W1q61HNdebn/ewHQtAg1AQAAAKAZ27NHGjrUfc2xY1JMTGD6AaxiyhTphRc813FjIMCaCDUBAAAAoJnLyTEuj3WnoMDYNxCAlJUlrVrluY5AE7AuQk0AAAAAsIDycik01H3N6dPSVVcFph+guZo+XUpL81xHoAlYG6EmAAAAAFhERYUUFua+5pNPpF69AtIO0OxkZUnLlnmuI9AErI9QEwAAAAAsxOGQbDb3Nd9+a4Q7QEvCCk2gZSHUBAAAAACLqaryHGympRl7cQItASs0gZaHUBMAAAAALKiqynNNSop0003+7wUw06hRrNAEWiJCTQAAAACwKG9CmjfflB55xP+9AGbo31/64APPdQSaQPAh1AQAAAAAC/MmrHnySfbYRPC5915p/37PdQSaQHAi1AQAAAAAi/MmtElLk4YO9X8vQCCsWye9+KLnOgJNIHgRagIAAABAEPAmvNm5Uxozxv+9AP50003SxIme6wg0geBGqAkAAAAAQcLplMLC3Nds2iR17hyYfoCmNmaMsU+sJwSaQPDz8NcdAAAAAMBKHA4j2KysdF1z8qTUrZt04kTg+gIaq3VrqbjYfU2HDtKpU4HpB4C5WKkJAAAAAEGmosJzzXffGSERYAVt23oONBMTCTSBloRQEwAAAACCkDeX3xYXSzab/3sBGiM2Vjp/3n1NdLS0b19g+gHQPHD5OQAAAAAEKafTu9DSZmMPQjRPdrtUXu655ty5wPQDoPkg1AQAAACAIEawCavytDesZASapaWB6QdA88Ll5wAAAAAQ5Ly5K7pkBJt5ef7vB3AnK8uYi54CzbAwAk2gJSPUBAAAAIAWwOHwri4+Xlq40L+9AK7ExUlpaZ7rIiO9n9MAghOhJgAAAAC0EN6u2HzwQWnqVP/3A1yof3/p2DHPdZ07SyUl/u8HQPNGqAkAAAAALYjDIXXt6rnujTek9u393w8gSV26SPv3e65bulT6/nv/9wOg+eNGQQAAAADQwpw4YayK8xQinT3LDYTgfxER3l1KzjwEcCFWagIAAABAC7Rvn7R2rXe1NpuUmenfftDyZGZKoaEEmgAahlATAAAAAFqoCRO8D4syMqS2bf3bD1qOqChjTlVVea4l0ARQH0JNAAAAAGjhnE5jNaYn589Ldrv/+0Fws9mk0lLvagk0AbhCqAkAAAAAUFWVdzcQKi/3LgAFfiovz/u5Ex5OoAnAPUJNAAAAAIAk4wZCPXp4V8s+m/DFjBlSfLx3tZ06GeE5ALhDqAkAAAAAqJGXJy1d6l1tRoaxog5wp3177+aU3W7U/fCD/3sCYH2EmgAAAACAWqZP9/7S34oKLkdH/XJyjLlx9qzn2h49jH02p0/3d1cAggWhJgAAAACgXr7sacjl6LjQ6NFSSop3tYmJxgphAPAFoSYAAAAAwCWnU2rVyrvajAwpMtK//aD5i4mR3n/fu9q1a6V9+/zbD4DgRKgJAAAAAHCrqMj7fTbLyoxVm6y8a3mysozvfUGBd/VOpzRhgl9bAhDECDUBAAAAAB75ss+mZNzpevRov7WDZqZTJyktzft6X+YSANSHUBMAAAAA4DWn09gD0Rvvv2+s3MvJ8W9PMM+6dcb3OD/fu/oOHQg0ATQNQk0AAAAAgE/27ZOys72vT0mRunXzXz8wR+vW0sSJ3tevXSudOuW/fgC0LISaAAAAAACfJScbK+6GDvWu/rvvWLUZLHJyjO9lcbH357B/JoCmRqgJAAAAAGiwnBxpyhTv61NSpNhYwk0rysyUIiKM76G3wsK43ByAfxBqAgAAAAAa5Y03fLsc/dQpLkm3mlatpIwMyeHw/pxFi3yrBwBfEGoCAAAAABqt+nL0K6/0/pzqS9Ife8x/faFxFiwYqoiIUJWUeH/O2rXGXEhP919fAECoCQAAAABoMlu2SEePSqGh3p+zYIERbmZl+a0t+CgrS4qICNXOnd3lbXRgt7N3JoDAIdQEAAAAADSpuDipokKaO9e389LSjD0Y2W/TXFFRxvfCiAxsXp2zaJFUWurPrgCgNkJNAAAAAIBfzJ9vrNwLC/P+nMpKY7/Nnj2ldev81xtqy8uTkpKMFbO+hJORkVxqDsAchJoAAAAAAL9yOIyVfL44elSaONEIRDMz/dMXjDCzRw8pPl7atcu3cxctkk97bQJAUyLUBAAAAAD4XXq6saKvTx/fzqusNO66zZ6bTev++41VlvHx0vHjvp3bpw+rMwGYj1ATAAAAABAwhw5J2dlSTIzv56alGeHm/fc3eVstRlaW8TVcvFgqK/Pt3Ph443t36JBfWgMAnxBqAgAAAAACKjlZOntWWrtWatXK9/MXLzaCuWHDjMun4V5OjjRggPE1M24A5AunOnSo0tGj0pEjxvcOAJoDQk0AAAAAgCkmTJCKiozVfw2xbZuxevCSS7ipUH0yM409SVNSpH37GvIMVXrmmc367rtKxcU1dXcA0DiEmgAAAAAAUyUnG3s0zp3bsPMPHzZuKmSzSf37t+yAMydHGjjQ+FpkZBh7kvoqLMy4CVB5eaUSEs41fZMA0AQINQEAAAAAzcL8+Ua4ed99DX+O/ft/DDivvbZlXJ6ekyNdeqnxnlNSpC+/bPhzZWcbd6vnJkAAmruAh5pFRUVasWKF7r33XqWkpMhut8tms+npp59u1POuW7dO11xzjWJiYhQdHa1rrrlG6zx8PLdv3z5NmTJFnTp1UlRUlAYNGqTnnntOVVVVjeoFAAAAANBwf/yjEW42dv/GDz80Lk+32aToaOmxx5qiu+bh/vul9u2liAgjyPz884Y/V3i4sUq2Kb7mABAoAQ81Dx48qFtvvVUvvviicnJyVF5e3ujnfP755zVx4kRt3bpVw4cP16hRo5STk6OJEyfq+eefr/ecbdu2aejQoVq1apV69+6t66+/Xvn5+UpPT9dNN90kp9PZ6L4AAAAAAA2XnW0EbYsWGcFbYxQWSgsWGAGnzSa1bm3sOWkVmZlS584/9r94sXGzJYej4c/ZqpXxNS4vN1bJAoCVBDzUbNu2rW6//Xb95S9/0a5du/TII4806vm++uorZWRkyG6366OPPtK7776rNWvW6LPPPlPHjh2VkZGhgwcP1jqnoqJC06ZNU3FxsTI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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Generate a uniformly distributed set of random numbers in the range from\n",
    "# 0 to 2π, which covers a complete sine wave oscillation\n",
    "X = np.random.uniform(\n",
    "    low=0, high=2*math.pi, size=10000).astype(np.float32)\n",
    "\n",
    "# Shuffle the values to guarantee they're not in order\n",
    "np.random.shuffle(X)\n",
    "\n",
    "# Calculate the corresponding sine values\n",
    "y = np.sin(X).astype(np.float32)\n",
    "\n",
    "# Plot our data. The 'b.' argument tells the library to print blue dots.\n",
    "plt.plot(X, y, 'b.')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "6wE5odM3aFir"
   },
   "source": [
    "But this data doesn't reflect the real-world data, because there is no variation of distribution in dataset, also known as noise. We can add random data for each x, so it makes to seem more randomly distributed."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "id": "sYTtIMhyaFis",
    "outputId": "4b4130b6-ea5e-4cec-9633-67eed36f62bb"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Add a small random number to each y value\n",
    "y += 0.1 * np.random.randn(*y.shape)\n",
    "\n",
    "# Plot our data\n",
    "plt.plot(X, y, 'b.')\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "UpoGm4IXaFis"
   },
   "source": [
    "Through this, we expect that the model is approximated with sinusoid curve if it is well trained.\n",
    "\n",
    "To use it for training, we are going to preprocess the data. We'll split it with following proportions,\n",
    "    \n",
    "- Train data: 60%\n",
    "- Validation data: 20%\n",
    "- Test data: 20%"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 426
    },
    "id": "skH4e1ePaFis",
    "outputId": "7ad4cfdf-7d39-470e-9049-4dfa1fcf4221"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from sklearn.model_selection import train_test_split\n",
    "\n",
    "X_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=1)\n",
    "X_train, X_val, y_train, y_val = train_test_split(X_train, y_train, test_size=0.25, random_state=1)\n",
    "\n",
    "# Plot the data in each partition in different colors:\n",
    "plt.plot(X_train, y_train, 'b.', label=\"Train\")\n",
    "plt.plot(X_val, y_val, 'y.', label=\"Validate\")\n",
    "plt.plot(X_test, y_test, 'r.', label=\"Test\")\n",
    "plt.legend()\n",
    "plt.grid()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "dR7GVCD1aFis"
   },
   "source": [
    "To train the model, we will use sequential model in tensorflow-keras, and add two Dense layer. Then we will add adam optimizer, and set mean squared error for loss."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/",
     "height": 248
    },
    "id": "pFYX5vQDaFis",
    "outputId": "23aee027-0338-40e2-c727-37d22c226189"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Model: \"sine\"\n",
      "_________________________________________________________________\n",
      " Layer (type)                Output Shape              Param #   \n",
      "=================================================================\n",
      " dense (Dense)               (None, 16)                32        \n",
      "                                                                 \n",
      " dense_1 (Dense)             (None, 1)                 17        \n",
      "                                                                 \n",
      "=================================================================\n",
      "Total params: 49\n",
      "Trainable params: 49\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "model = tf.keras.Sequential(name='sine')\n",
    "model.add(tf.keras.layers.Dense(16, activation='relu', input_shape=(1, )))\n",
    "model.add(tf.keras.layers.Dense(1))\n",
    "\n",
    "model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {
    "id": "8ocihZhSaFis"
   },
   "outputs": [],
   "source": [
    "model.compile(optimizer='adam', loss='mse', metrics=['accuracy', 'mae'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {
    "id": "aWC8I5d7aFis"
   },
   "source": [
    "Now, it's time to train the model."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {
    "id": "4xOfTHwiaFis"
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "2025-06-19 13:52:46.481587: W tensorflow/tsl/platform/profile_utils/cpu_utils.cc:128] Failed to get CPU frequency: 0 Hz\n"
     ]
    }
   ],
   "source": [
    "history = model.fit(X_train, y_train, epochs=1000, batch_size=15, validation_data=(X_val, y_val), verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "id": "tE90kCpjaFis"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Draw a graph of the loss, which is the distance between\n",
    "# the predicted and actual values during training and validation.\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(loss) + 1)\n",
    "\n",
    "plt.plot(epochs, loss, 'g.', label='Training loss')\n",
    "plt.plot(epochs, val_loss, 'b', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "id": "eiFDl33naFit"
   },
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Exclude the first few epochs so the graph is easier to read\n",
    "SKIP = 500\n",
    "\n",
    "plt.plot(epochs[SKIP:], loss[SKIP:], 'g.', label='Training loss')\n",
    "plt.plot(epochs[SKIP:], val_loss[SKIP:], 'b.', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "id": "mncv80zjaFit"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "63/63 [==============================] - 0s 313us/step - loss: 0.0135 - accuracy: 0.0000e+00 - mae: 0.0927\n",
      "63/63 [==============================] - 0s 234us/step\n"
     ]
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1600x1000 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculate and print the loss on our test dataset\n",
    "loss = model.evaluate(X_test, y_test)\n",
    "\n",
    "# Make predictions based on our test dataset\n",
    "predictions = model.predict(X_test)\n",
    "\n",
    "# Graph the predictions against the actual values\n",
    "plt.clf()\n",
    "plt.title('Comparison of predictions and actual values')\n",
    "plt.plot(X_test, y_test, 'b.', label='Actual')\n",
    "plt.plot(X_test, predictions, 'r.', label='Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "IH-1L5U_aFit"
   },
   "outputs": [],
   "source": [
    "model_2 = tf.keras.Sequential(name='sine2')\n",
    "\n",
    "# First layer takes a scalar input and feeds it through 16 \"neurons\". The\n",
    "# neurons decide whether to activate based on the 'relu' activation function.\n",
    "model_2.add(tf.keras.layers.Dense(16, activation='relu', input_shape=(1,)))\n",
    "\n",
    "# The new second layer may help the network learn more complex representations\n",
    "model_2.add(tf.keras.layers.Dense(16, activation='relu'))\n",
    "\n",
    "# Final layer is a single neuron, since we want to output a single value\n",
    "model_2.add(tf.keras.layers.Dense(1))\n",
    "\n",
    "# Compile the model using a standard optimizer and loss function for regression\n",
    "model_2.compile(optimizer='adam', loss='mse', metrics=['accuracy', 'mae'])\n",
    "\n",
    "model_2.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "fjwqmBb-aFit"
   },
   "outputs": [],
   "source": [
    "history = model_2.fit(X_train, y_train, epochs=500, batch_size=64,\n",
    "                    validation_data=(X_val, y_val), verbose=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "QDeJ-n1zaFit"
   },
   "outputs": [],
   "source": [
    "# Draw a graph of the loss, which is the distance between\n",
    "# the predicted and actual values during training and validation.\n",
    "loss = history.history['loss']\n",
    "val_loss = history.history['val_loss']\n",
    "\n",
    "epochs = range(1, len(loss) + 1)\n",
    "\n",
    "# Exclude the first few epochs so the graph is easier to read\n",
    "SKIP = 100\n",
    "\n",
    "plt.figure()\n",
    "plt.subplot(1, 2, 1)\n",
    "\n",
    "plt.plot(epochs[SKIP:], loss[SKIP:], 'g.', label='Training loss')\n",
    "plt.plot(epochs[SKIP:], val_loss[SKIP:], 'b.', label='Validation loss')\n",
    "plt.title('Training and validation loss')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('Loss')\n",
    "plt.legend()\n",
    "\n",
    "plt.subplot(1, 2, 2)\n",
    "\n",
    "# Draw a graph of mean absolute error, which is another way of\n",
    "# measuring the amount of error in the prediction.\n",
    "mae = history.history['mae']\n",
    "val_mae = history.history['val_mae']\n",
    "\n",
    "plt.plot(epochs[SKIP:], mae[SKIP:], 'g.', label='Training MAE')\n",
    "plt.plot(epochs[SKIP:], val_mae[SKIP:], 'b.', label='Validation MAE')\n",
    "plt.title('Training and validation mean absolute error')\n",
    "plt.xlabel('Epochs')\n",
    "plt.ylabel('MAE')\n",
    "plt.legend()\n",
    "\n",
    "plt.tight_layout()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "x-OkwXO6aFit"
   },
   "outputs": [],
   "source": [
    "# Calculate and print the loss on our test dataset\n",
    "loss = model_2.evaluate(X_test, y_test)\n",
    "\n",
    "# Make predictions based on our test dataset\n",
    "predictions = model_2.predict(X_test)\n",
    "\n",
    "# Graph the predictions against the actual values\n",
    "plt.clf()\n",
    "plt.title('Comparison of predictions and actual values')\n",
    "plt.plot(X_test, y_test, 'b.', label='Actual')\n",
    "plt.plot(X_test, predictions, 'r.', label='Predicted')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "JbfCAh2kaFit"
   },
   "outputs": [],
   "source": [
    "import os\n",
    "MODEL_DIR = './models/'\n",
    "if not os.path.exists(MODEL_DIR):\n",
    "    os.mkdir(MODEL_DIR)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "sE1lITdraFit"
   },
   "outputs": [],
   "source": [
    "# Convert the model to the TensorFlow Lite format without quantization\n",
    "converter = tf.lite.TFLiteConverter.from_keras_model(model_2)\n",
    "model_no_quant_tflite = converter.convert()\n",
    "\n",
    "# # Save the model to disk\n",
    "open(MODEL_DIR + 'model_no_quant.tflite', \"wb\").write(model_no_quant_tflite)\n",
    "\n",
    "# Convert the model to the TensorFlow Lite format with quantization\n",
    "def representative_dataset():\n",
    "    for i in range(500):\n",
    "        yield([X_train[i].reshape(1, 1)])\n",
    "# Set the optimization flag.\n",
    "converter.optimizations = [tf.lite.Optimize.DEFAULT]\n",
    "# Enforce full-int8 quantization (except inputs/outputs which are always float)\n",
    "converter.target_spec.supported_ops = [tf.lite.OpsSet.TFLITE_BUILTINS_INT8]\n",
    "# Provide a representative dataset to ensure we quantize correctly.\n",
    "converter.representative_dataset = representative_dataset\n",
    "model_tflite = converter.convert()\n",
    "\n",
    "# Save the model to disk\n",
    "open(MODEL_DIR + 'model.tflite', \"wb\").write(model_tflite)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "BD7Yq4qRaFit"
   },
   "outputs": [],
   "source": [
    "model_no_quant_size = os.path.getsize(MODEL_DIR + 'model_no_quant.tflite')\n",
    "print(\"Model is %d bytes\" % model_no_quant_size)\n",
    "model_size = os.path.getsize(MODEL_DIR + 'model.tflite')\n",
    "print(\"Quantized model is %d bytes\" % model_size)\n",
    "difference = model_no_quant_size - model_size\n",
    "print(\"Difference is %d bytes\" % difference)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "KOG3alZZaFiu"
   },
   "outputs": [],
   "source": [
    "# Instantiate an interpreter for each model\n",
    "model_no_quant = tf.lite.Interpreter(MODEL_DIR + 'model_no_quant.tflite')\n",
    "model = tf.lite.Interpreter(MODEL_DIR + 'model.tflite')\n",
    "\n",
    "# Allocate memory for each model\n",
    "model_no_quant.allocate_tensors()\n",
    "model.allocate_tensors()\n",
    "\n",
    "# Get the input and output tensors so we can feed in values and get the results\n",
    "model_no_quant_input = model_no_quant.tensor(model_no_quant.get_input_details()[0][\"index\"])\n",
    "model_no_quant_output = model_no_quant.tensor(model_no_quant.get_output_details()[0][\"index\"])\n",
    "model_input = model.tensor(model.get_input_details()[0][\"index\"])\n",
    "model_output = model.tensor(model.get_output_details()[0][\"index\"])\n",
    "\n",
    "# Create arrays to store the results\n",
    "model_no_quant_predictions = np.empty(X_test.size)\n",
    "model_predictions = np.empty(X_test.size)\n",
    "\n",
    "# Run each model's interpreter for each value and store the results in arrays\n",
    "for i in range(X_test.size):\n",
    "    model_no_quant_input().fill(X_test[i])\n",
    "    model_no_quant.invoke()\n",
    "    model_no_quant_predictions[i] = model_no_quant_output()[0]\n",
    "\n",
    "    model_input().fill(X_test[i])\n",
    "    model.invoke()\n",
    "    model_predictions[i] = model_output()[0]\n",
    "\n",
    "# See how they line up with the data\n",
    "plt.clf()\n",
    "plt.title('Comparison of various models against actual values')\n",
    "plt.plot(X_test, y_test, 'bo', label='Actual values', alpha=0.4)\n",
    "plt.plot(X_test, predictions, 'ro', label='Original predictions')\n",
    "plt.plot(X_test, model_no_quant_predictions, 'bx', label='Lite predictions')\n",
    "plt.plot(X_test, model_predictions, 'gx', label='Lite quantized predictions')\n",
    "plt.legend()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "ITqmSbnCaFiu"
   },
   "outputs": [],
   "source": [
    "!xxd -i {MODEL_DIR + 'model.tflite'} > {MODEL_DIR + 'model.cc'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "Pmcjml1taFiu"
   },
   "outputs": [],
   "source": [
    "!cat {MODEL_DIR + 'model.cc'}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "id": "VbvkKSiuaFiu"
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "colab": {
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